library(readr)
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(devtools)
## Loading required package: usethis
library(coronavirus)
library(ggplot2)
library(tidyr)
library(plotly) # To make graphs interactive
##
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
##
## last_plot
## The following object is masked from 'package:stats':
##
## filter
## The following object is masked from 'package:graphics':
##
## layout
library(leaflet) # to plot dynamic map
library(purrr)
# Use this commands to load coronavirus package from github
# install.packages("devtools")
# devtools::install_github("RamiKrispin/coronavirus")
# Run this statement individually to update dataset and to refresh data, restart the session
update_dataset()
## Updates are available on the coronavirus Dev version, do you want to update? n/Y
# Checking the output
covid <- coronavirus
head(covid)
## date province country lat long type cases
## 1 2020-01-22 Afghanistan 33.93911 67.70995 confirmed 0
## 2 2020-01-23 Afghanistan 33.93911 67.70995 confirmed 0
## 3 2020-01-24 Afghanistan 33.93911 67.70995 confirmed 0
## 4 2020-01-25 Afghanistan 33.93911 67.70995 confirmed 0
## 5 2020-01-26 Afghanistan 33.93911 67.70995 confirmed 0
## 6 2020-01-27 Afghanistan 33.93911 67.70995 confirmed 0
tail(covid)
## date province country lat long type cases
## 193105 2020-09-18 Zhejiang China 29.1832 120.0934 recovered 0
## 193106 2020-09-19 Zhejiang China 29.1832 120.0934 recovered 0
## 193107 2020-09-20 Zhejiang China 29.1832 120.0934 recovered 0
## 193108 2020-09-21 Zhejiang China 29.1832 120.0934 recovered 0
## 193109 2020-09-22 Zhejiang China 29.1832 120.0934 recovered 0
## 193110 2020-09-23 Zhejiang China 29.1832 120.0934 recovered 0
# checking for total null values
sapply(covid, function(x) sum(is.na(x)))
## date province country lat long type cases
## 0 0 0 0 0 0 0
# summary details
summary(covid)
## date province country lat
## Min. :2020-01-22 Length:193110 Length:193110 Min. :-51.796
## 1st Qu.:2020-03-23 Class :character Class :character 1st Qu.: 6.611
## Median :2020-05-23 Mode :character Mode :character Median : 22.167
## Mean :2020-05-23 Mean : 20.677
## 3rd Qu.:2020-07-24 3rd Qu.: 40.182
## Max. :2020-09-23 Max. : 71.707
## long type cases
## Min. :-135.00 Length:193110 Min. :-16298
## 1st Qu.: -12.89 Class :character 1st Qu.: 0
## Median : 21.75 Mode :character Median : 0
## Mean : 24.49 Mean : 283
## 3rd Qu.: 80.77 3rd Qu.: 9
## Max. : 178.06 Max. :140050
# total days with reported cases numbers (+ve and -ve)
covid %>% summarise(n = n())
## n
## 1 193110
# total days with negative numbers reported
count <- covid[covid$cases < 0, ]
count %>% summarise(total_negative_cases = n())
## total_negative_cases
## 1 346
# some countries report tests performed which are positive as (confirmed) and if negative than confirmed are 0.
# while some countries report both positive and negative test results in all type of cases. So those negative values should be reported as 0.
# Moreover, the percentage of negative values is 0.18% (346/191540)(checked as of 24th September).
# Therefore, we decide to set those negative reported results as 0.
covid$cases[covid$cases < 0] <- 0
# dropping province column
covid <- select(covid, -matches("province"))
head(covid)
## date country lat long type cases
## 1 2020-01-22 Afghanistan 33.93911 67.70995 confirmed 0
## 2 2020-01-23 Afghanistan 33.93911 67.70995 confirmed 0
## 3 2020-01-24 Afghanistan 33.93911 67.70995 confirmed 0
## 4 2020-01-25 Afghanistan 33.93911 67.70995 confirmed 0
## 5 2020-01-26 Afghanistan 33.93911 67.70995 confirmed 0
## 6 2020-01-27 Afghanistan 33.93911 67.70995 confirmed 0
# changing column data types to factor, numeric and integer
covid[, 2] <- sapply(covid[, 2], as.factor)
covid$lat <- as.numeric(covid$lat)
covid[, 4] <- sapply(covid[, 4], as.numeric)
covid$type <- as.factor(covid$type)
# checking the data types
sapply(covid, class)
## date country lat long type cases
## "Date" "factor" "numeric" "numeric" "factor" "numeric"
# Descriptive statistics grouped by type. Global
covid %>% group_by(type) %>%
summarise(Min = min(cases, na.rm = TRUE),
Q1 = quantile(cases, probs = .25, na.rm = TRUE),
Median = median(cases ,na.rim = TRUE),
Q3 = quantile(cases, probs = .75, na.rm = TRUE),
Max = max(cases, na.rm = TRUE),
Mean = mean(cases, na.rm = TRUE),
SD = sd(cases , na.rm = TRUE),
InterquartileRange = IQR(cases, na.rm = TRUE),
N = n(),
Cases = sum(cases, na.rm = TRUE))
## # A tibble: 3 x 11
## type Min Q1 Median Q3 Max Mean SD InterquartileRa~ N
## <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <int>
## 1 conf~ 0 0 1 49 97894 486. 3665. 49 65436
## 2 death 0 0 0 1 4143 14.9 103. 1 65436
## 3 reco~ 0 0 0 17 140050 353. 3005. 17 62238
## # ... with 1 more variable: Cases <dbl>
# Descriptive statistics.
covidAUS <- covid %>% filter(country == "Australia")
# sub setting data quarterly
covidAUS$quarter <- quarters(covidAUS$date)
subset(covidAUS, quarter=='Q1')
## date country lat long type cases quarter
## 1 2020-01-22 Australia -35.4735 149.0124 confirmed 0 Q1
## 2 2020-01-23 Australia -35.4735 149.0124 confirmed 0 Q1
## 3 2020-01-24 Australia -35.4735 149.0124 confirmed 0 Q1
## 4 2020-01-25 Australia -35.4735 149.0124 confirmed 0 Q1
## 5 2020-01-26 Australia -35.4735 149.0124 confirmed 0 Q1
## 6 2020-01-27 Australia -35.4735 149.0124 confirmed 0 Q1
## 7 2020-01-28 Australia -35.4735 149.0124 confirmed 0 Q1
## 8 2020-01-29 Australia -35.4735 149.0124 confirmed 0 Q1
## 9 2020-01-30 Australia -35.4735 149.0124 confirmed 0 Q1
## 10 2020-01-31 Australia -35.4735 149.0124 confirmed 0 Q1
## 11 2020-02-01 Australia -35.4735 149.0124 confirmed 0 Q1
## 12 2020-02-02 Australia -35.4735 149.0124 confirmed 0 Q1
## 13 2020-02-03 Australia -35.4735 149.0124 confirmed 0 Q1
## 14 2020-02-04 Australia -35.4735 149.0124 confirmed 0 Q1
## 15 2020-02-05 Australia -35.4735 149.0124 confirmed 0 Q1
## 16 2020-02-06 Australia -35.4735 149.0124 confirmed 0 Q1
## 17 2020-02-07 Australia -35.4735 149.0124 confirmed 0 Q1
## 18 2020-02-08 Australia -35.4735 149.0124 confirmed 0 Q1
## 19 2020-02-09 Australia -35.4735 149.0124 confirmed 0 Q1
## 20 2020-02-10 Australia -35.4735 149.0124 confirmed 0 Q1
## 21 2020-02-11 Australia -35.4735 149.0124 confirmed 0 Q1
## 22 2020-02-12 Australia -35.4735 149.0124 confirmed 0 Q1
## 23 2020-02-13 Australia -35.4735 149.0124 confirmed 0 Q1
## 24 2020-02-14 Australia -35.4735 149.0124 confirmed 0 Q1
## 25 2020-02-15 Australia -35.4735 149.0124 confirmed 0 Q1
## 26 2020-02-16 Australia -35.4735 149.0124 confirmed 0 Q1
## 27 2020-02-17 Australia -35.4735 149.0124 confirmed 0 Q1
## 28 2020-02-18 Australia -35.4735 149.0124 confirmed 0 Q1
## 29 2020-02-19 Australia -35.4735 149.0124 confirmed 0 Q1
## 30 2020-02-20 Australia -35.4735 149.0124 confirmed 0 Q1
## 31 2020-02-21 Australia -35.4735 149.0124 confirmed 0 Q1
## 32 2020-02-22 Australia -35.4735 149.0124 confirmed 0 Q1
## 33 2020-02-23 Australia -35.4735 149.0124 confirmed 0 Q1
## 34 2020-02-24 Australia -35.4735 149.0124 confirmed 0 Q1
## 35 2020-02-25 Australia -35.4735 149.0124 confirmed 0 Q1
## 36 2020-02-26 Australia -35.4735 149.0124 confirmed 0 Q1
## 37 2020-02-27 Australia -35.4735 149.0124 confirmed 0 Q1
## 38 2020-02-28 Australia -35.4735 149.0124 confirmed 0 Q1
## 39 2020-02-29 Australia -35.4735 149.0124 confirmed 0 Q1
## 40 2020-03-01 Australia -35.4735 149.0124 confirmed 0 Q1
## 41 2020-03-02 Australia -35.4735 149.0124 confirmed 0 Q1
## 42 2020-03-03 Australia -35.4735 149.0124 confirmed 0 Q1
## 43 2020-03-04 Australia -35.4735 149.0124 confirmed 0 Q1
## 44 2020-03-05 Australia -35.4735 149.0124 confirmed 0 Q1
## 45 2020-03-06 Australia -35.4735 149.0124 confirmed 0 Q1
## 46 2020-03-07 Australia -35.4735 149.0124 confirmed 0 Q1
## 47 2020-03-08 Australia -35.4735 149.0124 confirmed 0 Q1
## 48 2020-03-09 Australia -35.4735 149.0124 confirmed 0 Q1
## 49 2020-03-10 Australia -35.4735 149.0124 confirmed 0 Q1
## 50 2020-03-11 Australia -35.4735 149.0124 confirmed 0 Q1
## 51 2020-03-12 Australia -35.4735 149.0124 confirmed 0 Q1
## 52 2020-03-13 Australia -35.4735 149.0124 confirmed 1 Q1
## 53 2020-03-14 Australia -35.4735 149.0124 confirmed 0 Q1
## 54 2020-03-15 Australia -35.4735 149.0124 confirmed 0 Q1
## 55 2020-03-16 Australia -35.4735 149.0124 confirmed 1 Q1
## 56 2020-03-17 Australia -35.4735 149.0124 confirmed 0 Q1
## 57 2020-03-18 Australia -35.4735 149.0124 confirmed 1 Q1
## 58 2020-03-19 Australia -35.4735 149.0124 confirmed 1 Q1
## 59 2020-03-20 Australia -35.4735 149.0124 confirmed 2 Q1
## 60 2020-03-21 Australia -35.4735 149.0124 confirmed 3 Q1
## 61 2020-03-22 Australia -35.4735 149.0124 confirmed 10 Q1
## 62 2020-03-23 Australia -35.4735 149.0124 confirmed 13 Q1
## 63 2020-03-24 Australia -35.4735 149.0124 confirmed 7 Q1
## 64 2020-03-25 Australia -35.4735 149.0124 confirmed 0 Q1
## 65 2020-03-26 Australia -35.4735 149.0124 confirmed 14 Q1
## 66 2020-03-27 Australia -35.4735 149.0124 confirmed 9 Q1
## 67 2020-03-28 Australia -35.4735 149.0124 confirmed 9 Q1
## 68 2020-03-29 Australia -35.4735 149.0124 confirmed 6 Q1
## 69 2020-03-30 Australia -35.4735 149.0124 confirmed 1 Q1
## 70 2020-03-31 Australia -35.4735 149.0124 confirmed 2 Q1
## 247 2020-01-22 Australia -33.8688 151.2093 confirmed 0 Q1
## 248 2020-01-23 Australia -33.8688 151.2093 confirmed 0 Q1
## 249 2020-01-24 Australia -33.8688 151.2093 confirmed 0 Q1
## 250 2020-01-25 Australia -33.8688 151.2093 confirmed 0 Q1
## 251 2020-01-26 Australia -33.8688 151.2093 confirmed 3 Q1
## 252 2020-01-27 Australia -33.8688 151.2093 confirmed 1 Q1
## 253 2020-01-28 Australia -33.8688 151.2093 confirmed 0 Q1
## 254 2020-01-29 Australia -33.8688 151.2093 confirmed 0 Q1
## 255 2020-01-30 Australia -33.8688 151.2093 confirmed 0 Q1
## 256 2020-01-31 Australia -33.8688 151.2093 confirmed 0 Q1
## 257 2020-02-01 Australia -33.8688 151.2093 confirmed 0 Q1
## 258 2020-02-02 Australia -33.8688 151.2093 confirmed 0 Q1
## 259 2020-02-03 Australia -33.8688 151.2093 confirmed 0 Q1
## 260 2020-02-04 Australia -33.8688 151.2093 confirmed 0 Q1
## 261 2020-02-05 Australia -33.8688 151.2093 confirmed 0 Q1
## 262 2020-02-06 Australia -33.8688 151.2093 confirmed 0 Q1
## 263 2020-02-07 Australia -33.8688 151.2093 confirmed 0 Q1
## 264 2020-02-08 Australia -33.8688 151.2093 confirmed 0 Q1
## 265 2020-02-09 Australia -33.8688 151.2093 confirmed 0 Q1
## 266 2020-02-10 Australia -33.8688 151.2093 confirmed 0 Q1
## 267 2020-02-11 Australia -33.8688 151.2093 confirmed 0 Q1
## 268 2020-02-12 Australia -33.8688 151.2093 confirmed 0 Q1
## 269 2020-02-13 Australia -33.8688 151.2093 confirmed 0 Q1
## 270 2020-02-14 Australia -33.8688 151.2093 confirmed 0 Q1
## 271 2020-02-15 Australia -33.8688 151.2093 confirmed 0 Q1
## 272 2020-02-16 Australia -33.8688 151.2093 confirmed 0 Q1
## 273 2020-02-17 Australia -33.8688 151.2093 confirmed 0 Q1
## 274 2020-02-18 Australia -33.8688 151.2093 confirmed 0 Q1
## 275 2020-02-19 Australia -33.8688 151.2093 confirmed 0 Q1
## 276 2020-02-20 Australia -33.8688 151.2093 confirmed 0 Q1
## 277 2020-02-21 Australia -33.8688 151.2093 confirmed 0 Q1
## 278 2020-02-22 Australia -33.8688 151.2093 confirmed 0 Q1
## 279 2020-02-23 Australia -33.8688 151.2093 confirmed 0 Q1
## 280 2020-02-24 Australia -33.8688 151.2093 confirmed 0 Q1
## 281 2020-02-25 Australia -33.8688 151.2093 confirmed 0 Q1
## 282 2020-02-26 Australia -33.8688 151.2093 confirmed 0 Q1
## 283 2020-02-27 Australia -33.8688 151.2093 confirmed 0 Q1
## 284 2020-02-28 Australia -33.8688 151.2093 confirmed 0 Q1
## 285 2020-02-29 Australia -33.8688 151.2093 confirmed 0 Q1
## 286 2020-03-01 Australia -33.8688 151.2093 confirmed 2 Q1
## 287 2020-03-02 Australia -33.8688 151.2093 confirmed 0 Q1
## 288 2020-03-03 Australia -33.8688 151.2093 confirmed 7 Q1
## 289 2020-03-04 Australia -33.8688 151.2093 confirmed 9 Q1
## 290 2020-03-05 Australia -33.8688 151.2093 confirmed 0 Q1
## 291 2020-03-06 Australia -33.8688 151.2093 confirmed 4 Q1
## 292 2020-03-07 Australia -33.8688 151.2093 confirmed 2 Q1
## 293 2020-03-08 Australia -33.8688 151.2093 confirmed 10 Q1
## 294 2020-03-09 Australia -33.8688 151.2093 confirmed 10 Q1
## 295 2020-03-10 Australia -33.8688 151.2093 confirmed 7 Q1
## 296 2020-03-11 Australia -33.8688 151.2093 confirmed 10 Q1
## 297 2020-03-12 Australia -33.8688 151.2093 confirmed 0 Q1
## 298 2020-03-13 Australia -33.8688 151.2093 confirmed 27 Q1
## 299 2020-03-14 Australia -33.8688 151.2093 confirmed 20 Q1
## 300 2020-03-15 Australia -33.8688 151.2093 confirmed 22 Q1
## 301 2020-03-16 Australia -33.8688 151.2093 confirmed 37 Q1
## 302 2020-03-17 Australia -33.8688 151.2093 confirmed 39 Q1
## 303 2020-03-18 Australia -33.8688 151.2093 confirmed 57 Q1
## 304 2020-03-19 Australia -33.8688 151.2093 confirmed 40 Q1
## 305 2020-03-20 Australia -33.8688 151.2093 confirmed 46 Q1
## 306 2020-03-21 Australia -33.8688 151.2093 confirmed 83 Q1
## 307 2020-03-22 Australia -33.8688 151.2093 confirmed 233 Q1
## 308 2020-03-23 Australia -33.8688 151.2093 confirmed 0 Q1
## 309 2020-03-24 Australia -33.8688 151.2093 confirmed 149 Q1
## 310 2020-03-25 Australia -33.8688 151.2093 confirmed 211 Q1
## 311 2020-03-26 Australia -33.8688 151.2093 confirmed 190 Q1
## 312 2020-03-27 Australia -33.8688 151.2093 confirmed 186 Q1
## 313 2020-03-28 Australia -33.8688 151.2093 confirmed 212 Q1
## 314 2020-03-29 Australia -33.8688 151.2093 confirmed 174 Q1
## 315 2020-03-30 Australia -33.8688 151.2093 confirmed 241 Q1
## 316 2020-03-31 Australia -33.8688 151.2093 confirmed 0 Q1
## 493 2020-01-22 Australia -12.4634 130.8456 confirmed 0 Q1
## 494 2020-01-23 Australia -12.4634 130.8456 confirmed 0 Q1
## 495 2020-01-24 Australia -12.4634 130.8456 confirmed 0 Q1
## 496 2020-01-25 Australia -12.4634 130.8456 confirmed 0 Q1
## 497 2020-01-26 Australia -12.4634 130.8456 confirmed 0 Q1
## 498 2020-01-27 Australia -12.4634 130.8456 confirmed 0 Q1
## 499 2020-01-28 Australia -12.4634 130.8456 confirmed 0 Q1
## 500 2020-01-29 Australia -12.4634 130.8456 confirmed 0 Q1
## 501 2020-01-30 Australia -12.4634 130.8456 confirmed 0 Q1
## 502 2020-01-31 Australia -12.4634 130.8456 confirmed 0 Q1
## 503 2020-02-01 Australia -12.4634 130.8456 confirmed 0 Q1
## 504 2020-02-02 Australia -12.4634 130.8456 confirmed 0 Q1
## 505 2020-02-03 Australia -12.4634 130.8456 confirmed 0 Q1
## 506 2020-02-04 Australia -12.4634 130.8456 confirmed 0 Q1
## 507 2020-02-05 Australia -12.4634 130.8456 confirmed 0 Q1
## 508 2020-02-06 Australia -12.4634 130.8456 confirmed 0 Q1
## 509 2020-02-07 Australia -12.4634 130.8456 confirmed 0 Q1
## 510 2020-02-08 Australia -12.4634 130.8456 confirmed 0 Q1
## 511 2020-02-09 Australia -12.4634 130.8456 confirmed 0 Q1
## 512 2020-02-10 Australia -12.4634 130.8456 confirmed 0 Q1
## 513 2020-02-11 Australia -12.4634 130.8456 confirmed 0 Q1
## 514 2020-02-12 Australia -12.4634 130.8456 confirmed 0 Q1
## 515 2020-02-13 Australia -12.4634 130.8456 confirmed 0 Q1
## 516 2020-02-14 Australia -12.4634 130.8456 confirmed 0 Q1
## 517 2020-02-15 Australia -12.4634 130.8456 confirmed 0 Q1
## 518 2020-02-16 Australia -12.4634 130.8456 confirmed 0 Q1
## 519 2020-02-17 Australia -12.4634 130.8456 confirmed 0 Q1
## 520 2020-02-18 Australia -12.4634 130.8456 confirmed 0 Q1
## 521 2020-02-19 Australia -12.4634 130.8456 confirmed 0 Q1
## 522 2020-02-20 Australia -12.4634 130.8456 confirmed 0 Q1
## 523 2020-02-21 Australia -12.4634 130.8456 confirmed 0 Q1
## 524 2020-02-22 Australia -12.4634 130.8456 confirmed 0 Q1
## 525 2020-02-23 Australia -12.4634 130.8456 confirmed 0 Q1
## 526 2020-02-24 Australia -12.4634 130.8456 confirmed 0 Q1
## 527 2020-02-25 Australia -12.4634 130.8456 confirmed 0 Q1
## 528 2020-02-26 Australia -12.4634 130.8456 confirmed 0 Q1
## 529 2020-02-27 Australia -12.4634 130.8456 confirmed 0 Q1
## 530 2020-02-28 Australia -12.4634 130.8456 confirmed 0 Q1
## 531 2020-02-29 Australia -12.4634 130.8456 confirmed 0 Q1
## 532 2020-03-01 Australia -12.4634 130.8456 confirmed 0 Q1
## 533 2020-03-02 Australia -12.4634 130.8456 confirmed 0 Q1
## 534 2020-03-03 Australia -12.4634 130.8456 confirmed 0 Q1
## 535 2020-03-04 Australia -12.4634 130.8456 confirmed 1 Q1
## 536 2020-03-05 Australia -12.4634 130.8456 confirmed 0 Q1
## 537 2020-03-06 Australia -12.4634 130.8456 confirmed 0 Q1
## 538 2020-03-07 Australia -12.4634 130.8456 confirmed 0 Q1
## 539 2020-03-08 Australia -12.4634 130.8456 confirmed 0 Q1
## 540 2020-03-09 Australia -12.4634 130.8456 confirmed 0 Q1
## 541 2020-03-10 Australia -12.4634 130.8456 confirmed 1 Q1
## 542 2020-03-11 Australia -12.4634 130.8456 confirmed 0 Q1
## 543 2020-03-12 Australia -12.4634 130.8456 confirmed 0 Q1
## 544 2020-03-13 Australia -12.4634 130.8456 confirmed 0 Q1
## 545 2020-03-14 Australia -12.4634 130.8456 confirmed 0 Q1
## 546 2020-03-15 Australia -12.4634 130.8456 confirmed 0 Q1
## 547 2020-03-16 Australia -12.4634 130.8456 confirmed 0 Q1
## 548 2020-03-17 Australia -12.4634 130.8456 confirmed 0 Q1
## 549 2020-03-18 Australia -12.4634 130.8456 confirmed 0 Q1
## 550 2020-03-19 Australia -12.4634 130.8456 confirmed 0 Q1
## 551 2020-03-20 Australia -12.4634 130.8456 confirmed 2 Q1
## 552 2020-03-21 Australia -12.4634 130.8456 confirmed 0 Q1
## 553 2020-03-22 Australia -12.4634 130.8456 confirmed 2 Q1
## 554 2020-03-23 Australia -12.4634 130.8456 confirmed 0 Q1
## 555 2020-03-24 Australia -12.4634 130.8456 confirmed 1 Q1
## 556 2020-03-25 Australia -12.4634 130.8456 confirmed 0 Q1
## 557 2020-03-26 Australia -12.4634 130.8456 confirmed 6 Q1
## 558 2020-03-27 Australia -12.4634 130.8456 confirmed 0 Q1
## 559 2020-03-28 Australia -12.4634 130.8456 confirmed 3 Q1
## 560 2020-03-29 Australia -12.4634 130.8456 confirmed 0 Q1
## 561 2020-03-30 Australia -12.4634 130.8456 confirmed 0 Q1
## 562 2020-03-31 Australia -12.4634 130.8456 confirmed 2 Q1
## 739 2020-01-22 Australia -27.4698 153.0251 confirmed 0 Q1
## 740 2020-01-23 Australia -27.4698 153.0251 confirmed 0 Q1
## 741 2020-01-24 Australia -27.4698 153.0251 confirmed 0 Q1
## 742 2020-01-25 Australia -27.4698 153.0251 confirmed 0 Q1
## 743 2020-01-26 Australia -27.4698 153.0251 confirmed 0 Q1
## 744 2020-01-27 Australia -27.4698 153.0251 confirmed 0 Q1
## 745 2020-01-28 Australia -27.4698 153.0251 confirmed 0 Q1
## 746 2020-01-29 Australia -27.4698 153.0251 confirmed 1 Q1
## 747 2020-01-30 Australia -27.4698 153.0251 confirmed 2 Q1
## 748 2020-01-31 Australia -27.4698 153.0251 confirmed 0 Q1
## 749 2020-02-01 Australia -27.4698 153.0251 confirmed 1 Q1
## 750 2020-02-02 Australia -27.4698 153.0251 confirmed 0 Q1
## 751 2020-02-03 Australia -27.4698 153.0251 confirmed 0 Q1
## 752 2020-02-04 Australia -27.4698 153.0251 confirmed 1 Q1
## 753 2020-02-05 Australia -27.4698 153.0251 confirmed 0 Q1
## 754 2020-02-06 Australia -27.4698 153.0251 confirmed 1 Q1
## 755 2020-02-07 Australia -27.4698 153.0251 confirmed 1 Q1
## 756 2020-02-08 Australia -27.4698 153.0251 confirmed 0 Q1
## 757 2020-02-09 Australia -27.4698 153.0251 confirmed 0 Q1
## 758 2020-02-10 Australia -27.4698 153.0251 confirmed 0 Q1
## 759 2020-02-11 Australia -27.4698 153.0251 confirmed 0 Q1
## 760 2020-02-12 Australia -27.4698 153.0251 confirmed 0 Q1
## 761 2020-02-13 Australia -27.4698 153.0251 confirmed 0 Q1
## 762 2020-02-14 Australia -27.4698 153.0251 confirmed 0 Q1
## 763 2020-02-15 Australia -27.4698 153.0251 confirmed 0 Q1
## 764 2020-02-16 Australia -27.4698 153.0251 confirmed 0 Q1
## 765 2020-02-17 Australia -27.4698 153.0251 confirmed 0 Q1
## 766 2020-02-18 Australia -27.4698 153.0251 confirmed 0 Q1
## 767 2020-02-19 Australia -27.4698 153.0251 confirmed 0 Q1
## 768 2020-02-20 Australia -27.4698 153.0251 confirmed 0 Q1
## 769 2020-02-21 Australia -27.4698 153.0251 confirmed 0 Q1
## 770 2020-02-22 Australia -27.4698 153.0251 confirmed 0 Q1
## 771 2020-02-23 Australia -27.4698 153.0251 confirmed 0 Q1
## 772 2020-02-24 Australia -27.4698 153.0251 confirmed 0 Q1
## 773 2020-02-25 Australia -27.4698 153.0251 confirmed 0 Q1
## 774 2020-02-26 Australia -27.4698 153.0251 confirmed 0 Q1
## 775 2020-02-27 Australia -27.4698 153.0251 confirmed 0 Q1
## 776 2020-02-28 Australia -27.4698 153.0251 confirmed 0 Q1
## 777 2020-02-29 Australia -27.4698 153.0251 confirmed 4 Q1
## 778 2020-03-01 Australia -27.4698 153.0251 confirmed 0 Q1
## 779 2020-03-02 Australia -27.4698 153.0251 confirmed 0 Q1
## 780 2020-03-03 Australia -27.4698 153.0251 confirmed 2 Q1
## 781 2020-03-04 Australia -27.4698 153.0251 confirmed 0 Q1
## 782 2020-03-05 Australia -27.4698 153.0251 confirmed 2 Q1
## 783 2020-03-06 Australia -27.4698 153.0251 confirmed 0 Q1
## 784 2020-03-07 Australia -27.4698 153.0251 confirmed 0 Q1
## 785 2020-03-08 Australia -27.4698 153.0251 confirmed 2 Q1
## 786 2020-03-09 Australia -27.4698 153.0251 confirmed 0 Q1
## 787 2020-03-10 Australia -27.4698 153.0251 confirmed 3 Q1
## 788 2020-03-11 Australia -27.4698 153.0251 confirmed 2 Q1
## 789 2020-03-12 Australia -27.4698 153.0251 confirmed 0 Q1
## 790 2020-03-13 Australia -27.4698 153.0251 confirmed 15 Q1
## 791 2020-03-14 Australia -27.4698 153.0251 confirmed 11 Q1
## 792 2020-03-15 Australia -27.4698 153.0251 confirmed 15 Q1
## 793 2020-03-16 Australia -27.4698 153.0251 confirmed 7 Q1
## 794 2020-03-17 Australia -27.4698 153.0251 confirmed 10 Q1
## 795 2020-03-18 Australia -27.4698 153.0251 confirmed 16 Q1
## 796 2020-03-19 Australia -27.4698 153.0251 confirmed 50 Q1
## 797 2020-03-20 Australia -27.4698 153.0251 confirmed 40 Q1
## 798 2020-03-21 Australia -27.4698 153.0251 confirmed 37 Q1
## 799 2020-03-22 Australia -27.4698 153.0251 confirmed 38 Q1
## 800 2020-03-23 Australia -27.4698 153.0251 confirmed 60 Q1
## 801 2020-03-24 Australia -27.4698 153.0251 confirmed 78 Q1
## 802 2020-03-25 Australia -27.4698 153.0251 confirmed 46 Q1
## 803 2020-03-26 Australia -27.4698 153.0251 confirmed 50 Q1
## 804 2020-03-27 Australia -27.4698 153.0251 confirmed 62 Q1
## 805 2020-03-28 Australia -27.4698 153.0251 confirmed 70 Q1
## 806 2020-03-29 Australia -27.4698 153.0251 confirmed 31 Q1
## 807 2020-03-30 Australia -27.4698 153.0251 confirmed 33 Q1
## 808 2020-03-31 Australia -27.4698 153.0251 confirmed 54 Q1
## 985 2020-01-22 Australia -34.9285 138.6007 confirmed 0 Q1
## 986 2020-01-23 Australia -34.9285 138.6007 confirmed 0 Q1
## 987 2020-01-24 Australia -34.9285 138.6007 confirmed 0 Q1
## 988 2020-01-25 Australia -34.9285 138.6007 confirmed 0 Q1
## 989 2020-01-26 Australia -34.9285 138.6007 confirmed 0 Q1
## 990 2020-01-27 Australia -34.9285 138.6007 confirmed 0 Q1
## 991 2020-01-28 Australia -34.9285 138.6007 confirmed 0 Q1
## 992 2020-01-29 Australia -34.9285 138.6007 confirmed 0 Q1
## 993 2020-01-30 Australia -34.9285 138.6007 confirmed 0 Q1
## 994 2020-01-31 Australia -34.9285 138.6007 confirmed 0 Q1
## 995 2020-02-01 Australia -34.9285 138.6007 confirmed 1 Q1
## 996 2020-02-02 Australia -34.9285 138.6007 confirmed 1 Q1
## 997 2020-02-03 Australia -34.9285 138.6007 confirmed 0 Q1
## 998 2020-02-04 Australia -34.9285 138.6007 confirmed 0 Q1
## 999 2020-02-05 Australia -34.9285 138.6007 confirmed 0 Q1
## 1000 2020-02-06 Australia -34.9285 138.6007 confirmed 0 Q1
## 1001 2020-02-07 Australia -34.9285 138.6007 confirmed 0 Q1
## 1002 2020-02-08 Australia -34.9285 138.6007 confirmed 0 Q1
## 1003 2020-02-09 Australia -34.9285 138.6007 confirmed 0 Q1
## 1004 2020-02-10 Australia -34.9285 138.6007 confirmed 0 Q1
## 1005 2020-02-11 Australia -34.9285 138.6007 confirmed 0 Q1
## 1006 2020-02-12 Australia -34.9285 138.6007 confirmed 0 Q1
## 1007 2020-02-13 Australia -34.9285 138.6007 confirmed 0 Q1
## 1008 2020-02-14 Australia -34.9285 138.6007 confirmed 0 Q1
## 1009 2020-02-15 Australia -34.9285 138.6007 confirmed 0 Q1
## 1010 2020-02-16 Australia -34.9285 138.6007 confirmed 0 Q1
## 1011 2020-02-17 Australia -34.9285 138.6007 confirmed 0 Q1
## 1012 2020-02-18 Australia -34.9285 138.6007 confirmed 0 Q1
## 1013 2020-02-19 Australia -34.9285 138.6007 confirmed 0 Q1
## 1014 2020-02-20 Australia -34.9285 138.6007 confirmed 0 Q1
## 1015 2020-02-21 Australia -34.9285 138.6007 confirmed 0 Q1
## 1016 2020-02-22 Australia -34.9285 138.6007 confirmed 0 Q1
## 1017 2020-02-23 Australia -34.9285 138.6007 confirmed 0 Q1
## 1018 2020-02-24 Australia -34.9285 138.6007 confirmed 0 Q1
## 1019 2020-02-25 Australia -34.9285 138.6007 confirmed 0 Q1
## 1020 2020-02-26 Australia -34.9285 138.6007 confirmed 0 Q1
## 1021 2020-02-27 Australia -34.9285 138.6007 confirmed 0 Q1
## 1022 2020-02-28 Australia -34.9285 138.6007 confirmed 0 Q1
## 1023 2020-02-29 Australia -34.9285 138.6007 confirmed 1 Q1
## 1024 2020-03-01 Australia -34.9285 138.6007 confirmed 0 Q1
## 1025 2020-03-02 Australia -34.9285 138.6007 confirmed 0 Q1
## 1026 2020-03-03 Australia -34.9285 138.6007 confirmed 0 Q1
## 1027 2020-03-04 Australia -34.9285 138.6007 confirmed 2 Q1
## 1028 2020-03-05 Australia -34.9285 138.6007 confirmed 0 Q1
## 1029 2020-03-06 Australia -34.9285 138.6007 confirmed 2 Q1
## 1030 2020-03-07 Australia -34.9285 138.6007 confirmed 0 Q1
## 1031 2020-03-08 Australia -34.9285 138.6007 confirmed 0 Q1
## 1032 2020-03-09 Australia -34.9285 138.6007 confirmed 0 Q1
## 1033 2020-03-10 Australia -34.9285 138.6007 confirmed 0 Q1
## 1034 2020-03-11 Australia -34.9285 138.6007 confirmed 2 Q1
## 1035 2020-03-12 Australia -34.9285 138.6007 confirmed 0 Q1
## 1036 2020-03-13 Australia -34.9285 138.6007 confirmed 7 Q1
## 1037 2020-03-14 Australia -34.9285 138.6007 confirmed 3 Q1
## 1038 2020-03-15 Australia -34.9285 138.6007 confirmed 1 Q1
## 1039 2020-03-16 Australia -34.9285 138.6007 confirmed 9 Q1
## 1040 2020-03-17 Australia -34.9285 138.6007 confirmed 0 Q1
## 1041 2020-03-18 Australia -34.9285 138.6007 confirmed 8 Q1
## 1042 2020-03-19 Australia -34.9285 138.6007 confirmed 5 Q1
## 1043 2020-03-20 Australia -34.9285 138.6007 confirmed 8 Q1
## 1044 2020-03-21 Australia -34.9285 138.6007 confirmed 17 Q1
## 1045 2020-03-22 Australia -34.9285 138.6007 confirmed 33 Q1
## 1046 2020-03-23 Australia -34.9285 138.6007 confirmed 34 Q1
## 1047 2020-03-24 Australia -34.9285 138.6007 confirmed 36 Q1
## 1048 2020-03-25 Australia -34.9285 138.6007 confirmed 0 Q1
## 1049 2020-03-26 Australia -34.9285 138.6007 confirmed 65 Q1
## 1050 2020-03-27 Australia -34.9285 138.6007 confirmed 22 Q1
## 1051 2020-03-28 Australia -34.9285 138.6007 confirmed 30 Q1
## 1052 2020-03-29 Australia -34.9285 138.6007 confirmed 12 Q1
## 1053 2020-03-30 Australia -34.9285 138.6007 confirmed 6 Q1
## 1054 2020-03-31 Australia -34.9285 138.6007 confirmed 32 Q1
## 1231 2020-01-22 Australia -42.8821 147.3272 confirmed 0 Q1
## 1232 2020-01-23 Australia -42.8821 147.3272 confirmed 0 Q1
## 1233 2020-01-24 Australia -42.8821 147.3272 confirmed 0 Q1
## 1234 2020-01-25 Australia -42.8821 147.3272 confirmed 0 Q1
## 1235 2020-01-26 Australia -42.8821 147.3272 confirmed 0 Q1
## 1236 2020-01-27 Australia -42.8821 147.3272 confirmed 0 Q1
## 1237 2020-01-28 Australia -42.8821 147.3272 confirmed 0 Q1
## 1238 2020-01-29 Australia -42.8821 147.3272 confirmed 0 Q1
## 1239 2020-01-30 Australia -42.8821 147.3272 confirmed 0 Q1
## 1240 2020-01-31 Australia -42.8821 147.3272 confirmed 0 Q1
## 1241 2020-02-01 Australia -42.8821 147.3272 confirmed 0 Q1
## 1242 2020-02-02 Australia -42.8821 147.3272 confirmed 0 Q1
## 1243 2020-02-03 Australia -42.8821 147.3272 confirmed 0 Q1
## 1244 2020-02-04 Australia -42.8821 147.3272 confirmed 0 Q1
## 1245 2020-02-05 Australia -42.8821 147.3272 confirmed 0 Q1
## 1246 2020-02-06 Australia -42.8821 147.3272 confirmed 0 Q1
## 1247 2020-02-07 Australia -42.8821 147.3272 confirmed 0 Q1
## 1248 2020-02-08 Australia -42.8821 147.3272 confirmed 0 Q1
## 1249 2020-02-09 Australia -42.8821 147.3272 confirmed 0 Q1
## 1250 2020-02-10 Australia -42.8821 147.3272 confirmed 0 Q1
## 1251 2020-02-11 Australia -42.8821 147.3272 confirmed 0 Q1
## 1252 2020-02-12 Australia -42.8821 147.3272 confirmed 0 Q1
## 1253 2020-02-13 Australia -42.8821 147.3272 confirmed 0 Q1
## 1254 2020-02-14 Australia -42.8821 147.3272 confirmed 0 Q1
## 1255 2020-02-15 Australia -42.8821 147.3272 confirmed 0 Q1
## 1256 2020-02-16 Australia -42.8821 147.3272 confirmed 0 Q1
## 1257 2020-02-17 Australia -42.8821 147.3272 confirmed 0 Q1
## 1258 2020-02-18 Australia -42.8821 147.3272 confirmed 0 Q1
## 1259 2020-02-19 Australia -42.8821 147.3272 confirmed 0 Q1
## 1260 2020-02-20 Australia -42.8821 147.3272 confirmed 0 Q1
## 1261 2020-02-21 Australia -42.8821 147.3272 confirmed 0 Q1
## 1262 2020-02-22 Australia -42.8821 147.3272 confirmed 0 Q1
## 1263 2020-02-23 Australia -42.8821 147.3272 confirmed 0 Q1
## 1264 2020-02-24 Australia -42.8821 147.3272 confirmed 0 Q1
## 1265 2020-02-25 Australia -42.8821 147.3272 confirmed 0 Q1
## 1266 2020-02-26 Australia -42.8821 147.3272 confirmed 0 Q1
## 1267 2020-02-27 Australia -42.8821 147.3272 confirmed 0 Q1
## 1268 2020-02-28 Australia -42.8821 147.3272 confirmed 0 Q1
## 1269 2020-02-29 Australia -42.8821 147.3272 confirmed 0 Q1
## 1270 2020-03-01 Australia -42.8821 147.3272 confirmed 0 Q1
## 1271 2020-03-02 Australia -42.8821 147.3272 confirmed 1 Q1
## 1272 2020-03-03 Australia -42.8821 147.3272 confirmed 0 Q1
## 1273 2020-03-04 Australia -42.8821 147.3272 confirmed 0 Q1
## 1274 2020-03-05 Australia -42.8821 147.3272 confirmed 0 Q1
## 1275 2020-03-06 Australia -42.8821 147.3272 confirmed 0 Q1
## 1276 2020-03-07 Australia -42.8821 147.3272 confirmed 0 Q1
## 1277 2020-03-08 Australia -42.8821 147.3272 confirmed 1 Q1
## 1278 2020-03-09 Australia -42.8821 147.3272 confirmed 0 Q1
## 1279 2020-03-10 Australia -42.8821 147.3272 confirmed 0 Q1
## 1280 2020-03-11 Australia -42.8821 147.3272 confirmed 1 Q1
## 1281 2020-03-12 Australia -42.8821 147.3272 confirmed 0 Q1
## 1282 2020-03-13 Australia -42.8821 147.3272 confirmed 2 Q1
## 1283 2020-03-14 Australia -42.8821 147.3272 confirmed 0 Q1
## 1284 2020-03-15 Australia -42.8821 147.3272 confirmed 1 Q1
## 1285 2020-03-16 Australia -42.8821 147.3272 confirmed 1 Q1
## 1286 2020-03-17 Australia -42.8821 147.3272 confirmed 0 Q1
## 1287 2020-03-18 Australia -42.8821 147.3272 confirmed 3 Q1
## 1288 2020-03-19 Australia -42.8821 147.3272 confirmed 0 Q1
## 1289 2020-03-20 Australia -42.8821 147.3272 confirmed 0 Q1
## 1290 2020-03-21 Australia -42.8821 147.3272 confirmed 6 Q1
## 1291 2020-03-22 Australia -42.8821 147.3272 confirmed 6 Q1
## 1292 2020-03-23 Australia -42.8821 147.3272 confirmed 6 Q1
## 1293 2020-03-24 Australia -42.8821 147.3272 confirmed 0 Q1
## 1294 2020-03-25 Australia -42.8821 147.3272 confirmed 8 Q1
## 1295 2020-03-26 Australia -42.8821 147.3272 confirmed 11 Q1
## 1296 2020-03-27 Australia -42.8821 147.3272 confirmed 0 Q1
## 1297 2020-03-28 Australia -42.8821 147.3272 confirmed 15 Q1
## 1298 2020-03-29 Australia -42.8821 147.3272 confirmed 4 Q1
## 1299 2020-03-30 Australia -42.8821 147.3272 confirmed 0 Q1
## 1300 2020-03-31 Australia -42.8821 147.3272 confirmed 3 Q1
## 1477 2020-01-22 Australia -37.8136 144.9631 confirmed 0 Q1
## 1478 2020-01-23 Australia -37.8136 144.9631 confirmed 0 Q1
## 1479 2020-01-24 Australia -37.8136 144.9631 confirmed 0 Q1
## 1480 2020-01-25 Australia -37.8136 144.9631 confirmed 0 Q1
## 1481 2020-01-26 Australia -37.8136 144.9631 confirmed 1 Q1
## 1482 2020-01-27 Australia -37.8136 144.9631 confirmed 0 Q1
## 1483 2020-01-28 Australia -37.8136 144.9631 confirmed 0 Q1
## 1484 2020-01-29 Australia -37.8136 144.9631 confirmed 0 Q1
## 1485 2020-01-30 Australia -37.8136 144.9631 confirmed 1 Q1
## 1486 2020-01-31 Australia -37.8136 144.9631 confirmed 1 Q1
## 1487 2020-02-01 Australia -37.8136 144.9631 confirmed 1 Q1
## 1488 2020-02-02 Australia -37.8136 144.9631 confirmed 0 Q1
## 1489 2020-02-03 Australia -37.8136 144.9631 confirmed 0 Q1
## 1490 2020-02-04 Australia -37.8136 144.9631 confirmed 0 Q1
## 1491 2020-02-05 Australia -37.8136 144.9631 confirmed 0 Q1
## 1492 2020-02-06 Australia -37.8136 144.9631 confirmed 0 Q1
## 1493 2020-02-07 Australia -37.8136 144.9631 confirmed 0 Q1
## 1494 2020-02-08 Australia -37.8136 144.9631 confirmed 0 Q1
## 1495 2020-02-09 Australia -37.8136 144.9631 confirmed 0 Q1
## 1496 2020-02-10 Australia -37.8136 144.9631 confirmed 0 Q1
## 1497 2020-02-11 Australia -37.8136 144.9631 confirmed 0 Q1
## 1498 2020-02-12 Australia -37.8136 144.9631 confirmed 0 Q1
## 1499 2020-02-13 Australia -37.8136 144.9631 confirmed 0 Q1
## 1500 2020-02-14 Australia -37.8136 144.9631 confirmed 0 Q1
## 1501 2020-02-15 Australia -37.8136 144.9631 confirmed 0 Q1
## 1502 2020-02-16 Australia -37.8136 144.9631 confirmed 0 Q1
## 1503 2020-02-17 Australia -37.8136 144.9631 confirmed 0 Q1
## 1504 2020-02-18 Australia -37.8136 144.9631 confirmed 0 Q1
## 1505 2020-02-19 Australia -37.8136 144.9631 confirmed 0 Q1
## 1506 2020-02-20 Australia -37.8136 144.9631 confirmed 0 Q1
## 1507 2020-02-21 Australia -37.8136 144.9631 confirmed 0 Q1
## 1508 2020-02-22 Australia -37.8136 144.9631 confirmed 0 Q1
## 1509 2020-02-23 Australia -37.8136 144.9631 confirmed 0 Q1
## 1510 2020-02-24 Australia -37.8136 144.9631 confirmed 0 Q1
## 1511 2020-02-25 Australia -37.8136 144.9631 confirmed 0 Q1
## 1512 2020-02-26 Australia -37.8136 144.9631 confirmed 0 Q1
## 1513 2020-02-27 Australia -37.8136 144.9631 confirmed 0 Q1
## 1514 2020-02-28 Australia -37.8136 144.9631 confirmed 0 Q1
## 1515 2020-02-29 Australia -37.8136 144.9631 confirmed 3 Q1
## 1516 2020-03-01 Australia -37.8136 144.9631 confirmed 0 Q1
## 1517 2020-03-02 Australia -37.8136 144.9631 confirmed 2 Q1
## 1518 2020-03-03 Australia -37.8136 144.9631 confirmed 0 Q1
## 1519 2020-03-04 Australia -37.8136 144.9631 confirmed 1 Q1
## 1520 2020-03-05 Australia -37.8136 144.9631 confirmed 0 Q1
## 1521 2020-03-06 Australia -37.8136 144.9631 confirmed 0 Q1
## 1522 2020-03-07 Australia -37.8136 144.9631 confirmed 1 Q1
## 1523 2020-03-08 Australia -37.8136 144.9631 confirmed 0 Q1
## 1524 2020-03-09 Australia -37.8136 144.9631 confirmed 4 Q1
## 1525 2020-03-10 Australia -37.8136 144.9631 confirmed 3 Q1
## 1526 2020-03-11 Australia -37.8136 144.9631 confirmed 3 Q1
## 1527 2020-03-12 Australia -37.8136 144.9631 confirmed 0 Q1
## 1528 2020-03-13 Australia -37.8136 144.9631 confirmed 15 Q1
## 1529 2020-03-14 Australia -37.8136 144.9631 confirmed 13 Q1
## 1530 2020-03-15 Australia -37.8136 144.9631 confirmed 8 Q1
## 1531 2020-03-16 Australia -37.8136 144.9631 confirmed 14 Q1
## 1532 2020-03-17 Australia -37.8136 144.9631 confirmed 23 Q1
## 1533 2020-03-18 Australia -37.8136 144.9631 confirmed 27 Q1
## 1534 2020-03-19 Australia -37.8136 144.9631 confirmed 0 Q1
## 1535 2020-03-20 Australia -37.8136 144.9631 confirmed 0 Q1
## 1536 2020-03-21 Australia -37.8136 144.9631 confirmed 108 Q1
## 1537 2020-03-22 Australia -37.8136 144.9631 confirmed 126 Q1
## 1538 2020-03-23 Australia -37.8136 144.9631 confirmed 0 Q1
## 1539 2020-03-24 Australia -37.8136 144.9631 confirmed 56 Q1
## 1540 2020-03-25 Australia -37.8136 144.9631 confirmed 55 Q1
## 1541 2020-03-26 Australia -37.8136 144.9631 confirmed 54 Q1
## 1542 2020-03-27 Australia -37.8136 144.9631 confirmed 54 Q1
## 1543 2020-03-28 Australia -37.8136 144.9631 confirmed 111 Q1
## 1544 2020-03-29 Australia -37.8136 144.9631 confirmed 84 Q1
## 1545 2020-03-30 Australia -37.8136 144.9631 confirmed 52 Q1
## 1546 2020-03-31 Australia -37.8136 144.9631 confirmed 96 Q1
## 1723 2020-01-22 Australia -31.9505 115.8605 confirmed 0 Q1
## 1724 2020-01-23 Australia -31.9505 115.8605 confirmed 0 Q1
## 1725 2020-01-24 Australia -31.9505 115.8605 confirmed 0 Q1
## 1726 2020-01-25 Australia -31.9505 115.8605 confirmed 0 Q1
## 1727 2020-01-26 Australia -31.9505 115.8605 confirmed 0 Q1
## 1728 2020-01-27 Australia -31.9505 115.8605 confirmed 0 Q1
## 1729 2020-01-28 Australia -31.9505 115.8605 confirmed 0 Q1
## 1730 2020-01-29 Australia -31.9505 115.8605 confirmed 0 Q1
## 1731 2020-01-30 Australia -31.9505 115.8605 confirmed 0 Q1
## 1732 2020-01-31 Australia -31.9505 115.8605 confirmed 0 Q1
## 1733 2020-02-01 Australia -31.9505 115.8605 confirmed 0 Q1
## 1734 2020-02-02 Australia -31.9505 115.8605 confirmed 0 Q1
## 1735 2020-02-03 Australia -31.9505 115.8605 confirmed 0 Q1
## 1736 2020-02-04 Australia -31.9505 115.8605 confirmed 0 Q1
## 1737 2020-02-05 Australia -31.9505 115.8605 confirmed 0 Q1
## 1738 2020-02-06 Australia -31.9505 115.8605 confirmed 0 Q1
## 1739 2020-02-07 Australia -31.9505 115.8605 confirmed 0 Q1
## 1740 2020-02-08 Australia -31.9505 115.8605 confirmed 0 Q1
## 1741 2020-02-09 Australia -31.9505 115.8605 confirmed 0 Q1
## 1742 2020-02-10 Australia -31.9505 115.8605 confirmed 0 Q1
## 1743 2020-02-11 Australia -31.9505 115.8605 confirmed 0 Q1
## 1744 2020-02-12 Australia -31.9505 115.8605 confirmed 0 Q1
## 1745 2020-02-13 Australia -31.9505 115.8605 confirmed 0 Q1
## 1746 2020-02-14 Australia -31.9505 115.8605 confirmed 0 Q1
## 1747 2020-02-15 Australia -31.9505 115.8605 confirmed 0 Q1
## 1748 2020-02-16 Australia -31.9505 115.8605 confirmed 0 Q1
## 1749 2020-02-17 Australia -31.9505 115.8605 confirmed 0 Q1
## 1750 2020-02-18 Australia -31.9505 115.8605 confirmed 0 Q1
## 1751 2020-02-19 Australia -31.9505 115.8605 confirmed 0 Q1
## 1752 2020-02-20 Australia -31.9505 115.8605 confirmed 0 Q1
## 1753 2020-02-21 Australia -31.9505 115.8605 confirmed 0 Q1
## 1754 2020-02-22 Australia -31.9505 115.8605 confirmed 0 Q1
## 1755 2020-02-23 Australia -31.9505 115.8605 confirmed 0 Q1
## 1756 2020-02-24 Australia -31.9505 115.8605 confirmed 0 Q1
## 1757 2020-02-25 Australia -31.9505 115.8605 confirmed 0 Q1
## 1758 2020-02-26 Australia -31.9505 115.8605 confirmed 0 Q1
## 1759 2020-02-27 Australia -31.9505 115.8605 confirmed 0 Q1
## 1760 2020-02-28 Australia -31.9505 115.8605 confirmed 0 Q1
## 1761 2020-02-29 Australia -31.9505 115.8605 confirmed 2 Q1
## 1762 2020-03-01 Australia -31.9505 115.8605 confirmed 0 Q1
## 1763 2020-03-02 Australia -31.9505 115.8605 confirmed 0 Q1
## 1764 2020-03-03 Australia -31.9505 115.8605 confirmed 0 Q1
## 1765 2020-03-04 Australia -31.9505 115.8605 confirmed 0 Q1
## 1766 2020-03-05 Australia -31.9505 115.8605 confirmed 1 Q1
## 1767 2020-03-06 Australia -31.9505 115.8605 confirmed 0 Q1
## 1768 2020-03-07 Australia -31.9505 115.8605 confirmed 0 Q1
## 1769 2020-03-08 Australia -31.9505 115.8605 confirmed 0 Q1
## 1770 2020-03-09 Australia -31.9505 115.8605 confirmed 1 Q1
## 1771 2020-03-10 Australia -31.9505 115.8605 confirmed 2 Q1
## 1772 2020-03-11 Australia -31.9505 115.8605 confirmed 3 Q1
## 1773 2020-03-12 Australia -31.9505 115.8605 confirmed 0 Q1
## 1774 2020-03-13 Australia -31.9505 115.8605 confirmed 5 Q1
## 1775 2020-03-14 Australia -31.9505 115.8605 confirmed 3 Q1
## 1776 2020-03-15 Australia -31.9505 115.8605 confirmed 0 Q1
## 1777 2020-03-16 Australia -31.9505 115.8605 confirmed 11 Q1
## 1778 2020-03-17 Australia -31.9505 115.8605 confirmed 3 Q1
## 1779 2020-03-18 Australia -31.9505 115.8605 confirmed 4 Q1
## 1780 2020-03-19 Australia -31.9505 115.8605 confirmed 17 Q1
## 1781 2020-03-20 Australia -31.9505 115.8605 confirmed 12 Q1
## 1782 2020-03-21 Australia -31.9505 115.8605 confirmed 26 Q1
## 1783 2020-03-22 Australia -31.9505 115.8605 confirmed 30 Q1
## 1784 2020-03-23 Australia -31.9505 115.8605 confirmed 20 Q1
## 1785 2020-03-24 Australia -31.9505 115.8605 confirmed 35 Q1
## 1786 2020-03-25 Australia -31.9505 115.8605 confirmed 0 Q1
## 1787 2020-03-26 Australia -31.9505 115.8605 confirmed 56 Q1
## 1788 2020-03-27 Australia -31.9505 115.8605 confirmed 0 Q1
## 1789 2020-03-28 Australia -31.9505 115.8605 confirmed 47 Q1
## 1790 2020-03-29 Australia -31.9505 115.8605 confirmed 33 Q1
## 1791 2020-03-30 Australia -31.9505 115.8605 confirmed 44 Q1
## 1792 2020-03-31 Australia -31.9505 115.8605 confirmed 9 Q1
## 1969 2020-01-22 Australia -35.4735 149.0124 death 0 Q1
## 1970 2020-01-23 Australia -35.4735 149.0124 death 0 Q1
## 1971 2020-01-24 Australia -35.4735 149.0124 death 0 Q1
## 1972 2020-01-25 Australia -35.4735 149.0124 death 0 Q1
## 1973 2020-01-26 Australia -35.4735 149.0124 death 0 Q1
## 1974 2020-01-27 Australia -35.4735 149.0124 death 0 Q1
## 1975 2020-01-28 Australia -35.4735 149.0124 death 0 Q1
## 1976 2020-01-29 Australia -35.4735 149.0124 death 0 Q1
## 1977 2020-01-30 Australia -35.4735 149.0124 death 0 Q1
## 1978 2020-01-31 Australia -35.4735 149.0124 death 0 Q1
## 1979 2020-02-01 Australia -35.4735 149.0124 death 0 Q1
## 1980 2020-02-02 Australia -35.4735 149.0124 death 0 Q1
## 1981 2020-02-03 Australia -35.4735 149.0124 death 0 Q1
## 1982 2020-02-04 Australia -35.4735 149.0124 death 0 Q1
## 1983 2020-02-05 Australia -35.4735 149.0124 death 0 Q1
## 1984 2020-02-06 Australia -35.4735 149.0124 death 0 Q1
## 1985 2020-02-07 Australia -35.4735 149.0124 death 0 Q1
## 1986 2020-02-08 Australia -35.4735 149.0124 death 0 Q1
## 1987 2020-02-09 Australia -35.4735 149.0124 death 0 Q1
## 1988 2020-02-10 Australia -35.4735 149.0124 death 0 Q1
## 1989 2020-02-11 Australia -35.4735 149.0124 death 0 Q1
## 1990 2020-02-12 Australia -35.4735 149.0124 death 0 Q1
## 1991 2020-02-13 Australia -35.4735 149.0124 death 0 Q1
## 1992 2020-02-14 Australia -35.4735 149.0124 death 0 Q1
## 1993 2020-02-15 Australia -35.4735 149.0124 death 0 Q1
## 1994 2020-02-16 Australia -35.4735 149.0124 death 0 Q1
## 1995 2020-02-17 Australia -35.4735 149.0124 death 0 Q1
## 1996 2020-02-18 Australia -35.4735 149.0124 death 0 Q1
## 1997 2020-02-19 Australia -35.4735 149.0124 death 0 Q1
## 1998 2020-02-20 Australia -35.4735 149.0124 death 0 Q1
## 1999 2020-02-21 Australia -35.4735 149.0124 death 0 Q1
## 2000 2020-02-22 Australia -35.4735 149.0124 death 0 Q1
## 2001 2020-02-23 Australia -35.4735 149.0124 death 0 Q1
## 2002 2020-02-24 Australia -35.4735 149.0124 death 0 Q1
## 2003 2020-02-25 Australia -35.4735 149.0124 death 0 Q1
## 2004 2020-02-26 Australia -35.4735 149.0124 death 0 Q1
## 2005 2020-02-27 Australia -35.4735 149.0124 death 0 Q1
## 2006 2020-02-28 Australia -35.4735 149.0124 death 0 Q1
## 2007 2020-02-29 Australia -35.4735 149.0124 death 0 Q1
## 2008 2020-03-01 Australia -35.4735 149.0124 death 0 Q1
## 2009 2020-03-02 Australia -35.4735 149.0124 death 0 Q1
## 2010 2020-03-03 Australia -35.4735 149.0124 death 0 Q1
## 2011 2020-03-04 Australia -35.4735 149.0124 death 0 Q1
## 2012 2020-03-05 Australia -35.4735 149.0124 death 0 Q1
## 2013 2020-03-06 Australia -35.4735 149.0124 death 0 Q1
## 2014 2020-03-07 Australia -35.4735 149.0124 death 0 Q1
## 2015 2020-03-08 Australia -35.4735 149.0124 death 0 Q1
## 2016 2020-03-09 Australia -35.4735 149.0124 death 0 Q1
## 2017 2020-03-10 Australia -35.4735 149.0124 death 0 Q1
## 2018 2020-03-11 Australia -35.4735 149.0124 death 0 Q1
## 2019 2020-03-12 Australia -35.4735 149.0124 death 0 Q1
## 2020 2020-03-13 Australia -35.4735 149.0124 death 0 Q1
## 2021 2020-03-14 Australia -35.4735 149.0124 death 0 Q1
## 2022 2020-03-15 Australia -35.4735 149.0124 death 0 Q1
## 2023 2020-03-16 Australia -35.4735 149.0124 death 0 Q1
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## 3241 2020-03-04 Australia -42.8821 147.3272 death 0 Q1
## 3242 2020-03-05 Australia -42.8821 147.3272 death 0 Q1
## 3243 2020-03-06 Australia -42.8821 147.3272 death 0 Q1
## 3244 2020-03-07 Australia -42.8821 147.3272 death 0 Q1
## 3245 2020-03-08 Australia -42.8821 147.3272 death 0 Q1
## 3246 2020-03-09 Australia -42.8821 147.3272 death 0 Q1
## 3247 2020-03-10 Australia -42.8821 147.3272 death 0 Q1
## 3248 2020-03-11 Australia -42.8821 147.3272 death 0 Q1
## 3249 2020-03-12 Australia -42.8821 147.3272 death 0 Q1
## 3250 2020-03-13 Australia -42.8821 147.3272 death 0 Q1
## 3251 2020-03-14 Australia -42.8821 147.3272 death 0 Q1
## 3252 2020-03-15 Australia -42.8821 147.3272 death 0 Q1
## 3253 2020-03-16 Australia -42.8821 147.3272 death 0 Q1
## 3254 2020-03-17 Australia -42.8821 147.3272 death 0 Q1
## 3255 2020-03-18 Australia -42.8821 147.3272 death 0 Q1
## 3256 2020-03-19 Australia -42.8821 147.3272 death 0 Q1
## 3257 2020-03-20 Australia -42.8821 147.3272 death 0 Q1
## 3258 2020-03-21 Australia -42.8821 147.3272 death 0 Q1
## 3259 2020-03-22 Australia -42.8821 147.3272 death 0 Q1
## 3260 2020-03-23 Australia -42.8821 147.3272 death 0 Q1
## 3261 2020-03-24 Australia -42.8821 147.3272 death 0 Q1
## 3262 2020-03-25 Australia -42.8821 147.3272 death 0 Q1
## 3263 2020-03-26 Australia -42.8821 147.3272 death 0 Q1
## 3264 2020-03-27 Australia -42.8821 147.3272 death 0 Q1
## 3265 2020-03-28 Australia -42.8821 147.3272 death 0 Q1
## 3266 2020-03-29 Australia -42.8821 147.3272 death 0 Q1
## 3267 2020-03-30 Australia -42.8821 147.3272 death 0 Q1
## 3268 2020-03-31 Australia -42.8821 147.3272 death 1 Q1
## 3445 2020-01-22 Australia -37.8136 144.9631 death 0 Q1
## 3446 2020-01-23 Australia -37.8136 144.9631 death 0 Q1
## 3447 2020-01-24 Australia -37.8136 144.9631 death 0 Q1
## 3448 2020-01-25 Australia -37.8136 144.9631 death 0 Q1
## 3449 2020-01-26 Australia -37.8136 144.9631 death 0 Q1
## 3450 2020-01-27 Australia -37.8136 144.9631 death 0 Q1
## 3451 2020-01-28 Australia -37.8136 144.9631 death 0 Q1
## 3452 2020-01-29 Australia -37.8136 144.9631 death 0 Q1
## 3453 2020-01-30 Australia -37.8136 144.9631 death 0 Q1
## 3454 2020-01-31 Australia -37.8136 144.9631 death 0 Q1
## 3455 2020-02-01 Australia -37.8136 144.9631 death 0 Q1
## 3456 2020-02-02 Australia -37.8136 144.9631 death 0 Q1
## 3457 2020-02-03 Australia -37.8136 144.9631 death 0 Q1
## 3458 2020-02-04 Australia -37.8136 144.9631 death 0 Q1
## 3459 2020-02-05 Australia -37.8136 144.9631 death 0 Q1
## 3460 2020-02-06 Australia -37.8136 144.9631 death 0 Q1
## 3461 2020-02-07 Australia -37.8136 144.9631 death 0 Q1
## 3462 2020-02-08 Australia -37.8136 144.9631 death 0 Q1
## 3463 2020-02-09 Australia -37.8136 144.9631 death 0 Q1
## 3464 2020-02-10 Australia -37.8136 144.9631 death 0 Q1
## 3465 2020-02-11 Australia -37.8136 144.9631 death 0 Q1
## 3466 2020-02-12 Australia -37.8136 144.9631 death 0 Q1
## 3467 2020-02-13 Australia -37.8136 144.9631 death 0 Q1
## 3468 2020-02-14 Australia -37.8136 144.9631 death 0 Q1
## 3469 2020-02-15 Australia -37.8136 144.9631 death 0 Q1
## 3470 2020-02-16 Australia -37.8136 144.9631 death 0 Q1
## 3471 2020-02-17 Australia -37.8136 144.9631 death 0 Q1
## 3472 2020-02-18 Australia -37.8136 144.9631 death 0 Q1
## 3473 2020-02-19 Australia -37.8136 144.9631 death 0 Q1
## 3474 2020-02-20 Australia -37.8136 144.9631 death 0 Q1
## 3475 2020-02-21 Australia -37.8136 144.9631 death 0 Q1
## 3476 2020-02-22 Australia -37.8136 144.9631 death 0 Q1
## 3477 2020-02-23 Australia -37.8136 144.9631 death 0 Q1
## 3478 2020-02-24 Australia -37.8136 144.9631 death 0 Q1
## 3479 2020-02-25 Australia -37.8136 144.9631 death 0 Q1
## 3480 2020-02-26 Australia -37.8136 144.9631 death 0 Q1
## 3481 2020-02-27 Australia -37.8136 144.9631 death 0 Q1
## 3482 2020-02-28 Australia -37.8136 144.9631 death 0 Q1
## 3483 2020-02-29 Australia -37.8136 144.9631 death 0 Q1
## 3484 2020-03-01 Australia -37.8136 144.9631 death 0 Q1
## 3485 2020-03-02 Australia -37.8136 144.9631 death 0 Q1
## 3486 2020-03-03 Australia -37.8136 144.9631 death 0 Q1
## 3487 2020-03-04 Australia -37.8136 144.9631 death 0 Q1
## 3488 2020-03-05 Australia -37.8136 144.9631 death 0 Q1
## 3489 2020-03-06 Australia -37.8136 144.9631 death 0 Q1
## 3490 2020-03-07 Australia -37.8136 144.9631 death 0 Q1
## 3491 2020-03-08 Australia -37.8136 144.9631 death 0 Q1
## 3492 2020-03-09 Australia -37.8136 144.9631 death 0 Q1
## 3493 2020-03-10 Australia -37.8136 144.9631 death 0 Q1
## 3494 2020-03-11 Australia -37.8136 144.9631 death 0 Q1
## 3495 2020-03-12 Australia -37.8136 144.9631 death 0 Q1
## 3496 2020-03-13 Australia -37.8136 144.9631 death 0 Q1
## 3497 2020-03-14 Australia -37.8136 144.9631 death 0 Q1
## 3498 2020-03-15 Australia -37.8136 144.9631 death 0 Q1
## 3499 2020-03-16 Australia -37.8136 144.9631 death 0 Q1
## 3500 2020-03-17 Australia -37.8136 144.9631 death 0 Q1
## 3501 2020-03-18 Australia -37.8136 144.9631 death 0 Q1
## 3502 2020-03-19 Australia -37.8136 144.9631 death 0 Q1
## 3503 2020-03-20 Australia -37.8136 144.9631 death 0 Q1
## 3504 2020-03-21 Australia -37.8136 144.9631 death 0 Q1
## 3505 2020-03-22 Australia -37.8136 144.9631 death 0 Q1
## 3506 2020-03-23 Australia -37.8136 144.9631 death 0 Q1
## 3507 2020-03-24 Australia -37.8136 144.9631 death 0 Q1
## 3508 2020-03-25 Australia -37.8136 144.9631 death 0 Q1
## 3509 2020-03-26 Australia -37.8136 144.9631 death 3 Q1
## 3510 2020-03-27 Australia -37.8136 144.9631 death 0 Q1
## 3511 2020-03-28 Australia -37.8136 144.9631 death 0 Q1
## 3512 2020-03-29 Australia -37.8136 144.9631 death 1 Q1
## 3513 2020-03-30 Australia -37.8136 144.9631 death 0 Q1
## 3514 2020-03-31 Australia -37.8136 144.9631 death 0 Q1
## 3691 2020-01-22 Australia -31.9505 115.8605 death 0 Q1
## 3692 2020-01-23 Australia -31.9505 115.8605 death 0 Q1
## 3693 2020-01-24 Australia -31.9505 115.8605 death 0 Q1
## 3694 2020-01-25 Australia -31.9505 115.8605 death 0 Q1
## 3695 2020-01-26 Australia -31.9505 115.8605 death 0 Q1
## 3696 2020-01-27 Australia -31.9505 115.8605 death 0 Q1
## 3697 2020-01-28 Australia -31.9505 115.8605 death 0 Q1
## 3698 2020-01-29 Australia -31.9505 115.8605 death 0 Q1
## 3699 2020-01-30 Australia -31.9505 115.8605 death 0 Q1
## 3700 2020-01-31 Australia -31.9505 115.8605 death 0 Q1
## 3701 2020-02-01 Australia -31.9505 115.8605 death 0 Q1
## 3702 2020-02-02 Australia -31.9505 115.8605 death 0 Q1
## 3703 2020-02-03 Australia -31.9505 115.8605 death 0 Q1
## 3704 2020-02-04 Australia -31.9505 115.8605 death 0 Q1
## 3705 2020-02-05 Australia -31.9505 115.8605 death 0 Q1
## 3706 2020-02-06 Australia -31.9505 115.8605 death 0 Q1
## 3707 2020-02-07 Australia -31.9505 115.8605 death 0 Q1
## 3708 2020-02-08 Australia -31.9505 115.8605 death 0 Q1
## 3709 2020-02-09 Australia -31.9505 115.8605 death 0 Q1
## 3710 2020-02-10 Australia -31.9505 115.8605 death 0 Q1
## 3711 2020-02-11 Australia -31.9505 115.8605 death 0 Q1
## 3712 2020-02-12 Australia -31.9505 115.8605 death 0 Q1
## 3713 2020-02-13 Australia -31.9505 115.8605 death 0 Q1
## 3714 2020-02-14 Australia -31.9505 115.8605 death 0 Q1
## 3715 2020-02-15 Australia -31.9505 115.8605 death 0 Q1
## 3716 2020-02-16 Australia -31.9505 115.8605 death 0 Q1
## 3717 2020-02-17 Australia -31.9505 115.8605 death 0 Q1
## 3718 2020-02-18 Australia -31.9505 115.8605 death 0 Q1
## 3719 2020-02-19 Australia -31.9505 115.8605 death 0 Q1
## 3720 2020-02-20 Australia -31.9505 115.8605 death 0 Q1
## 3721 2020-02-21 Australia -31.9505 115.8605 death 0 Q1
## 3722 2020-02-22 Australia -31.9505 115.8605 death 0 Q1
## 3723 2020-02-23 Australia -31.9505 115.8605 death 0 Q1
## 3724 2020-02-24 Australia -31.9505 115.8605 death 0 Q1
## 3725 2020-02-25 Australia -31.9505 115.8605 death 0 Q1
## 3726 2020-02-26 Australia -31.9505 115.8605 death 0 Q1
## 3727 2020-02-27 Australia -31.9505 115.8605 death 0 Q1
## 3728 2020-02-28 Australia -31.9505 115.8605 death 0 Q1
## 3729 2020-02-29 Australia -31.9505 115.8605 death 0 Q1
## 3730 2020-03-01 Australia -31.9505 115.8605 death 1 Q1
## 3731 2020-03-02 Australia -31.9505 115.8605 death 0 Q1
## 3732 2020-03-03 Australia -31.9505 115.8605 death 0 Q1
## 3733 2020-03-04 Australia -31.9505 115.8605 death 0 Q1
## 3734 2020-03-05 Australia -31.9505 115.8605 death 0 Q1
## 3735 2020-03-06 Australia -31.9505 115.8605 death 0 Q1
## 3736 2020-03-07 Australia -31.9505 115.8605 death 0 Q1
## 3737 2020-03-08 Australia -31.9505 115.8605 death 0 Q1
## 3738 2020-03-09 Australia -31.9505 115.8605 death 0 Q1
## 3739 2020-03-10 Australia -31.9505 115.8605 death 0 Q1
## 3740 2020-03-11 Australia -31.9505 115.8605 death 0 Q1
## 3741 2020-03-12 Australia -31.9505 115.8605 death 0 Q1
## 3742 2020-03-13 Australia -31.9505 115.8605 death 0 Q1
## 3743 2020-03-14 Australia -31.9505 115.8605 death 0 Q1
## 3744 2020-03-15 Australia -31.9505 115.8605 death 0 Q1
## 3745 2020-03-16 Australia -31.9505 115.8605 death 0 Q1
## 3746 2020-03-17 Australia -31.9505 115.8605 death 0 Q1
## 3747 2020-03-18 Australia -31.9505 115.8605 death 0 Q1
## 3748 2020-03-19 Australia -31.9505 115.8605 death 0 Q1
## 3749 2020-03-20 Australia -31.9505 115.8605 death 0 Q1
## 3750 2020-03-21 Australia -31.9505 115.8605 death 0 Q1
## 3751 2020-03-22 Australia -31.9505 115.8605 death 0 Q1
## 3752 2020-03-23 Australia -31.9505 115.8605 death 0 Q1
## 3753 2020-03-24 Australia -31.9505 115.8605 death 0 Q1
## 3754 2020-03-25 Australia -31.9505 115.8605 death 0 Q1
## 3755 2020-03-26 Australia -31.9505 115.8605 death 1 Q1
## 3756 2020-03-27 Australia -31.9505 115.8605 death 0 Q1
## 3757 2020-03-28 Australia -31.9505 115.8605 death 0 Q1
## 3758 2020-03-29 Australia -31.9505 115.8605 death 0 Q1
## 3759 2020-03-30 Australia -31.9505 115.8605 death 0 Q1
## 3760 2020-03-31 Australia -31.9505 115.8605 death 0 Q1
## 3937 2020-01-22 Australia -35.4735 149.0124 recovered 0 Q1
## 3938 2020-01-23 Australia -35.4735 149.0124 recovered 0 Q1
## 3939 2020-01-24 Australia -35.4735 149.0124 recovered 0 Q1
## 3940 2020-01-25 Australia -35.4735 149.0124 recovered 0 Q1
## 3941 2020-01-26 Australia -35.4735 149.0124 recovered 0 Q1
## 3942 2020-01-27 Australia -35.4735 149.0124 recovered 0 Q1
## 3943 2020-01-28 Australia -35.4735 149.0124 recovered 0 Q1
## 3944 2020-01-29 Australia -35.4735 149.0124 recovered 0 Q1
## 3945 2020-01-30 Australia -35.4735 149.0124 recovered 0 Q1
## 3946 2020-01-31 Australia -35.4735 149.0124 recovered 0 Q1
## 3947 2020-02-01 Australia -35.4735 149.0124 recovered 0 Q1
## 3948 2020-02-02 Australia -35.4735 149.0124 recovered 0 Q1
## 3949 2020-02-03 Australia -35.4735 149.0124 recovered 0 Q1
## 3950 2020-02-04 Australia -35.4735 149.0124 recovered 0 Q1
## 3951 2020-02-05 Australia -35.4735 149.0124 recovered 0 Q1
## 3952 2020-02-06 Australia -35.4735 149.0124 recovered 0 Q1
## 3953 2020-02-07 Australia -35.4735 149.0124 recovered 0 Q1
## 3954 2020-02-08 Australia -35.4735 149.0124 recovered 0 Q1
## 3955 2020-02-09 Australia -35.4735 149.0124 recovered 0 Q1
## 3956 2020-02-10 Australia -35.4735 149.0124 recovered 0 Q1
## 3957 2020-02-11 Australia -35.4735 149.0124 recovered 0 Q1
## 3958 2020-02-12 Australia -35.4735 149.0124 recovered 0 Q1
## 3959 2020-02-13 Australia -35.4735 149.0124 recovered 0 Q1
## 3960 2020-02-14 Australia -35.4735 149.0124 recovered 0 Q1
## 3961 2020-02-15 Australia -35.4735 149.0124 recovered 0 Q1
## 3962 2020-02-16 Australia -35.4735 149.0124 recovered 0 Q1
## 3963 2020-02-17 Australia -35.4735 149.0124 recovered 0 Q1
## 3964 2020-02-18 Australia -35.4735 149.0124 recovered 0 Q1
## 3965 2020-02-19 Australia -35.4735 149.0124 recovered 0 Q1
## 3966 2020-02-20 Australia -35.4735 149.0124 recovered 0 Q1
## 3967 2020-02-21 Australia -35.4735 149.0124 recovered 0 Q1
## 3968 2020-02-22 Australia -35.4735 149.0124 recovered 0 Q1
## 3969 2020-02-23 Australia -35.4735 149.0124 recovered 0 Q1
## 3970 2020-02-24 Australia -35.4735 149.0124 recovered 0 Q1
## 3971 2020-02-25 Australia -35.4735 149.0124 recovered 0 Q1
## 3972 2020-02-26 Australia -35.4735 149.0124 recovered 0 Q1
## 3973 2020-02-27 Australia -35.4735 149.0124 recovered 0 Q1
## 3974 2020-02-28 Australia -35.4735 149.0124 recovered 0 Q1
## 3975 2020-02-29 Australia -35.4735 149.0124 recovered 0 Q1
## 3976 2020-03-01 Australia -35.4735 149.0124 recovered 0 Q1
## 3977 2020-03-02 Australia -35.4735 149.0124 recovered 0 Q1
## 3978 2020-03-03 Australia -35.4735 149.0124 recovered 0 Q1
## 3979 2020-03-04 Australia -35.4735 149.0124 recovered 0 Q1
## 3980 2020-03-05 Australia -35.4735 149.0124 recovered 0 Q1
## 3981 2020-03-06 Australia -35.4735 149.0124 recovered 0 Q1
## 3982 2020-03-07 Australia -35.4735 149.0124 recovered 0 Q1
## 3983 2020-03-08 Australia -35.4735 149.0124 recovered 0 Q1
## 3984 2020-03-09 Australia -35.4735 149.0124 recovered 0 Q1
## 3985 2020-03-10 Australia -35.4735 149.0124 recovered 0 Q1
## 3986 2020-03-11 Australia -35.4735 149.0124 recovered 0 Q1
## 3987 2020-03-12 Australia -35.4735 149.0124 recovered 0 Q1
## 3988 2020-03-13 Australia -35.4735 149.0124 recovered 0 Q1
## 3989 2020-03-14 Australia -35.4735 149.0124 recovered 0 Q1
## 3990 2020-03-15 Australia -35.4735 149.0124 recovered 0 Q1
## 3991 2020-03-16 Australia -35.4735 149.0124 recovered 0 Q1
## 3992 2020-03-17 Australia -35.4735 149.0124 recovered 0 Q1
## 3993 2020-03-18 Australia -35.4735 149.0124 recovered 0 Q1
## 3994 2020-03-19 Australia -35.4735 149.0124 recovered 0 Q1
## 3995 2020-03-20 Australia -35.4735 149.0124 recovered 0 Q1
## 3996 2020-03-21 Australia -35.4735 149.0124 recovered 0 Q1
## 3997 2020-03-22 Australia -35.4735 149.0124 recovered 0 Q1
## 3998 2020-03-23 Australia -35.4735 149.0124 recovered 0 Q1
## 3999 2020-03-24 Australia -35.4735 149.0124 recovered 0 Q1
## 4000 2020-03-25 Australia -35.4735 149.0124 recovered 0 Q1
## 4001 2020-03-26 Australia -35.4735 149.0124 recovered 1 Q1
## 4002 2020-03-27 Australia -35.4735 149.0124 recovered 0 Q1
## 4003 2020-03-28 Australia -35.4735 149.0124 recovered 1 Q1
## 4004 2020-03-29 Australia -35.4735 149.0124 recovered 0 Q1
## 4005 2020-03-30 Australia -35.4735 149.0124 recovered 0 Q1
## 4006 2020-03-31 Australia -35.4735 149.0124 recovered 1 Q1
## 4183 2020-01-22 Australia -33.8688 151.2093 recovered 0 Q1
## 4184 2020-01-23 Australia -33.8688 151.2093 recovered 0 Q1
## 4185 2020-01-24 Australia -33.8688 151.2093 recovered 0 Q1
## 4186 2020-01-25 Australia -33.8688 151.2093 recovered 0 Q1
## 4187 2020-01-26 Australia -33.8688 151.2093 recovered 0 Q1
## 4188 2020-01-27 Australia -33.8688 151.2093 recovered 0 Q1
## 4189 2020-01-28 Australia -33.8688 151.2093 recovered 0 Q1
## 4190 2020-01-29 Australia -33.8688 151.2093 recovered 0 Q1
## 4191 2020-01-30 Australia -33.8688 151.2093 recovered 2 Q1
## 4192 2020-01-31 Australia -33.8688 151.2093 recovered 0 Q1
## 4193 2020-02-01 Australia -33.8688 151.2093 recovered 0 Q1
## 4194 2020-02-02 Australia -33.8688 151.2093 recovered 0 Q1
## 4195 2020-02-03 Australia -33.8688 151.2093 recovered 0 Q1
## 4196 2020-02-04 Australia -33.8688 151.2093 recovered 0 Q1
## 4197 2020-02-05 Australia -33.8688 151.2093 recovered 0 Q1
## 4198 2020-02-06 Australia -33.8688 151.2093 recovered 0 Q1
## 4199 2020-02-07 Australia -33.8688 151.2093 recovered 0 Q1
## 4200 2020-02-08 Australia -33.8688 151.2093 recovered 0 Q1
## 4201 2020-02-09 Australia -33.8688 151.2093 recovered 0 Q1
## 4202 2020-02-10 Australia -33.8688 151.2093 recovered 0 Q1
## 4203 2020-02-11 Australia -33.8688 151.2093 recovered 0 Q1
## 4204 2020-02-12 Australia -33.8688 151.2093 recovered 0 Q1
## 4205 2020-02-13 Australia -33.8688 151.2093 recovered 2 Q1
## 4206 2020-02-14 Australia -33.8688 151.2093 recovered 0 Q1
## 4207 2020-02-15 Australia -33.8688 151.2093 recovered 0 Q1
## 4208 2020-02-16 Australia -33.8688 151.2093 recovered 0 Q1
## 4209 2020-02-17 Australia -33.8688 151.2093 recovered 0 Q1
## 4210 2020-02-18 Australia -33.8688 151.2093 recovered 0 Q1
## 4211 2020-02-19 Australia -33.8688 151.2093 recovered 0 Q1
## 4212 2020-02-20 Australia -33.8688 151.2093 recovered 0 Q1
## 4213 2020-02-21 Australia -33.8688 151.2093 recovered 0 Q1
## 4214 2020-02-22 Australia -33.8688 151.2093 recovered 0 Q1
## 4215 2020-02-23 Australia -33.8688 151.2093 recovered 0 Q1
## 4216 2020-02-24 Australia -33.8688 151.2093 recovered 0 Q1
## 4217 2020-02-25 Australia -33.8688 151.2093 recovered 0 Q1
## 4218 2020-02-26 Australia -33.8688 151.2093 recovered 0 Q1
## 4219 2020-02-27 Australia -33.8688 151.2093 recovered 0 Q1
## 4220 2020-02-28 Australia -33.8688 151.2093 recovered 0 Q1
## 4221 2020-02-29 Australia -33.8688 151.2093 recovered 0 Q1
## 4222 2020-03-01 Australia -33.8688 151.2093 recovered 0 Q1
## 4223 2020-03-02 Australia -33.8688 151.2093 recovered 0 Q1
## 4224 2020-03-03 Australia -33.8688 151.2093 recovered 0 Q1
## 4225 2020-03-04 Australia -33.8688 151.2093 recovered 0 Q1
## 4226 2020-03-05 Australia -33.8688 151.2093 recovered 0 Q1
## 4227 2020-03-06 Australia -33.8688 151.2093 recovered 0 Q1
## 4228 2020-03-07 Australia -33.8688 151.2093 recovered 0 Q1
## 4229 2020-03-08 Australia -33.8688 151.2093 recovered 0 Q1
## 4230 2020-03-09 Australia -33.8688 151.2093 recovered 0 Q1
## 4231 2020-03-10 Australia -33.8688 151.2093 recovered 0 Q1
## 4232 2020-03-11 Australia -33.8688 151.2093 recovered 0 Q1
## 4233 2020-03-12 Australia -33.8688 151.2093 recovered 0 Q1
## 4234 2020-03-13 Australia -33.8688 151.2093 recovered 0 Q1
## 4235 2020-03-14 Australia -33.8688 151.2093 recovered 0 Q1
## 4236 2020-03-15 Australia -33.8688 151.2093 recovered 0 Q1
## 4237 2020-03-16 Australia -33.8688 151.2093 recovered 0 Q1
## 4238 2020-03-17 Australia -33.8688 151.2093 recovered 0 Q1
## 4239 2020-03-18 Australia -33.8688 151.2093 recovered 0 Q1
## 4240 2020-03-19 Australia -33.8688 151.2093 recovered 0 Q1
## 4241 2020-03-20 Australia -33.8688 151.2093 recovered 0 Q1
## 4242 2020-03-21 Australia -33.8688 151.2093 recovered 0 Q1
## 4243 2020-03-22 Australia -33.8688 151.2093 recovered 0 Q1
## 4244 2020-03-23 Australia -33.8688 151.2093 recovered 0 Q1
## 4245 2020-03-24 Australia -33.8688 151.2093 recovered 0 Q1
## 4246 2020-03-25 Australia -33.8688 151.2093 recovered 0 Q1
## 4247 2020-03-26 Australia -33.8688 151.2093 recovered 0 Q1
## 4248 2020-03-27 Australia -33.8688 151.2093 recovered 0 Q1
## 4249 2020-03-28 Australia -33.8688 151.2093 recovered 0 Q1
## 4250 2020-03-29 Australia -33.8688 151.2093 recovered 0 Q1
## 4251 2020-03-30 Australia -33.8688 151.2093 recovered 0 Q1
## 4252 2020-03-31 Australia -33.8688 151.2093 recovered 0 Q1
## 4429 2020-01-22 Australia -12.4634 130.8456 recovered 0 Q1
## 4430 2020-01-23 Australia -12.4634 130.8456 recovered 0 Q1
## 4431 2020-01-24 Australia -12.4634 130.8456 recovered 0 Q1
## 4432 2020-01-25 Australia -12.4634 130.8456 recovered 0 Q1
## 4433 2020-01-26 Australia -12.4634 130.8456 recovered 0 Q1
## 4434 2020-01-27 Australia -12.4634 130.8456 recovered 0 Q1
## 4435 2020-01-28 Australia -12.4634 130.8456 recovered 0 Q1
## 4436 2020-01-29 Australia -12.4634 130.8456 recovered 0 Q1
## 4437 2020-01-30 Australia -12.4634 130.8456 recovered 0 Q1
## 4438 2020-01-31 Australia -12.4634 130.8456 recovered 0 Q1
## 4439 2020-02-01 Australia -12.4634 130.8456 recovered 0 Q1
## 4440 2020-02-02 Australia -12.4634 130.8456 recovered 0 Q1
## 4441 2020-02-03 Australia -12.4634 130.8456 recovered 0 Q1
## 4442 2020-02-04 Australia -12.4634 130.8456 recovered 0 Q1
## 4443 2020-02-05 Australia -12.4634 130.8456 recovered 0 Q1
## 4444 2020-02-06 Australia -12.4634 130.8456 recovered 0 Q1
## 4445 2020-02-07 Australia -12.4634 130.8456 recovered 0 Q1
## 4446 2020-02-08 Australia -12.4634 130.8456 recovered 0 Q1
## 4447 2020-02-09 Australia -12.4634 130.8456 recovered 0 Q1
## 4448 2020-02-10 Australia -12.4634 130.8456 recovered 0 Q1
## 4449 2020-02-11 Australia -12.4634 130.8456 recovered 0 Q1
## 4450 2020-02-12 Australia -12.4634 130.8456 recovered 0 Q1
## 4451 2020-02-13 Australia -12.4634 130.8456 recovered 0 Q1
## 4452 2020-02-14 Australia -12.4634 130.8456 recovered 0 Q1
## 4453 2020-02-15 Australia -12.4634 130.8456 recovered 0 Q1
## 4454 2020-02-16 Australia -12.4634 130.8456 recovered 0 Q1
## 4455 2020-02-17 Australia -12.4634 130.8456 recovered 0 Q1
## 4456 2020-02-18 Australia -12.4634 130.8456 recovered 0 Q1
## 4457 2020-02-19 Australia -12.4634 130.8456 recovered 0 Q1
## 4458 2020-02-20 Australia -12.4634 130.8456 recovered 0 Q1
## 4459 2020-02-21 Australia -12.4634 130.8456 recovered 0 Q1
## 4460 2020-02-22 Australia -12.4634 130.8456 recovered 0 Q1
## 4461 2020-02-23 Australia -12.4634 130.8456 recovered 0 Q1
## 4462 2020-02-24 Australia -12.4634 130.8456 recovered 0 Q1
## 4463 2020-02-25 Australia -12.4634 130.8456 recovered 0 Q1
## 4464 2020-02-26 Australia -12.4634 130.8456 recovered 0 Q1
## 4465 2020-02-27 Australia -12.4634 130.8456 recovered 0 Q1
## 4466 2020-02-28 Australia -12.4634 130.8456 recovered 0 Q1
## 4467 2020-02-29 Australia -12.4634 130.8456 recovered 0 Q1
## 4468 2020-03-01 Australia -12.4634 130.8456 recovered 0 Q1
## 4469 2020-03-02 Australia -12.4634 130.8456 recovered 0 Q1
## 4470 2020-03-03 Australia -12.4634 130.8456 recovered 0 Q1
## 4471 2020-03-04 Australia -12.4634 130.8456 recovered 0 Q1
## 4472 2020-03-05 Australia -12.4634 130.8456 recovered 0 Q1
## 4473 2020-03-06 Australia -12.4634 130.8456 recovered 0 Q1
## 4474 2020-03-07 Australia -12.4634 130.8456 recovered 0 Q1
## 4475 2020-03-08 Australia -12.4634 130.8456 recovered 0 Q1
## 4476 2020-03-09 Australia -12.4634 130.8456 recovered 0 Q1
## 4477 2020-03-10 Australia -12.4634 130.8456 recovered 0 Q1
## 4478 2020-03-11 Australia -12.4634 130.8456 recovered 0 Q1
## 4479 2020-03-12 Australia -12.4634 130.8456 recovered 0 Q1
## 4480 2020-03-13 Australia -12.4634 130.8456 recovered 0 Q1
## 4481 2020-03-14 Australia -12.4634 130.8456 recovered 0 Q1
## 4482 2020-03-15 Australia -12.4634 130.8456 recovered 0 Q1
## 4483 2020-03-16 Australia -12.4634 130.8456 recovered 0 Q1
## 4484 2020-03-17 Australia -12.4634 130.8456 recovered 0 Q1
## 4485 2020-03-18 Australia -12.4634 130.8456 recovered 0 Q1
## 4486 2020-03-19 Australia -12.4634 130.8456 recovered 0 Q1
## 4487 2020-03-20 Australia -12.4634 130.8456 recovered 0 Q1
## 4488 2020-03-21 Australia -12.4634 130.8456 recovered 0 Q1
## 4489 2020-03-22 Australia -12.4634 130.8456 recovered 0 Q1
## 4490 2020-03-23 Australia -12.4634 130.8456 recovered 0 Q1
## 4491 2020-03-24 Australia -12.4634 130.8456 recovered 0 Q1
## 4492 2020-03-25 Australia -12.4634 130.8456 recovered 0 Q1
## 4493 2020-03-26 Australia -12.4634 130.8456 recovered 0 Q1
## 4494 2020-03-27 Australia -12.4634 130.8456 recovered 0 Q1
## 4495 2020-03-28 Australia -12.4634 130.8456 recovered 0 Q1
## 4496 2020-03-29 Australia -12.4634 130.8456 recovered 0 Q1
## 4497 2020-03-30 Australia -12.4634 130.8456 recovered 0 Q1
## 4498 2020-03-31 Australia -12.4634 130.8456 recovered 0 Q1
## 4675 2020-01-22 Australia -27.4698 153.0251 recovered 0 Q1
## 4676 2020-01-23 Australia -27.4698 153.0251 recovered 0 Q1
## 4677 2020-01-24 Australia -27.4698 153.0251 recovered 0 Q1
## 4678 2020-01-25 Australia -27.4698 153.0251 recovered 0 Q1
## 4679 2020-01-26 Australia -27.4698 153.0251 recovered 0 Q1
## 4680 2020-01-27 Australia -27.4698 153.0251 recovered 0 Q1
## 4681 2020-01-28 Australia -27.4698 153.0251 recovered 0 Q1
## 4682 2020-01-29 Australia -27.4698 153.0251 recovered 0 Q1
## 4683 2020-01-30 Australia -27.4698 153.0251 recovered 0 Q1
## 4684 2020-01-31 Australia -27.4698 153.0251 recovered 0 Q1
## 4685 2020-02-01 Australia -27.4698 153.0251 recovered 0 Q1
## 4686 2020-02-02 Australia -27.4698 153.0251 recovered 0 Q1
## 4687 2020-02-03 Australia -27.4698 153.0251 recovered 0 Q1
## 4688 2020-02-04 Australia -27.4698 153.0251 recovered 0 Q1
## 4689 2020-02-05 Australia -27.4698 153.0251 recovered 0 Q1
## 4690 2020-02-06 Australia -27.4698 153.0251 recovered 0 Q1
## 4691 2020-02-07 Australia -27.4698 153.0251 recovered 0 Q1
## 4692 2020-02-08 Australia -27.4698 153.0251 recovered 0 Q1
## 4693 2020-02-09 Australia -27.4698 153.0251 recovered 0 Q1
## 4694 2020-02-10 Australia -27.4698 153.0251 recovered 0 Q1
## 4695 2020-02-11 Australia -27.4698 153.0251 recovered 0 Q1
## 4696 2020-02-12 Australia -27.4698 153.0251 recovered 0 Q1
## 4697 2020-02-13 Australia -27.4698 153.0251 recovered 0 Q1
## 4698 2020-02-14 Australia -27.4698 153.0251 recovered 0 Q1
## 4699 2020-02-15 Australia -27.4698 153.0251 recovered 0 Q1
## 4700 2020-02-16 Australia -27.4698 153.0251 recovered 0 Q1
## 4701 2020-02-17 Australia -27.4698 153.0251 recovered 0 Q1
## 4702 2020-02-18 Australia -27.4698 153.0251 recovered 0 Q1
## 4703 2020-02-19 Australia -27.4698 153.0251 recovered 0 Q1
## 4704 2020-02-20 Australia -27.4698 153.0251 recovered 0 Q1
## 4705 2020-02-21 Australia -27.4698 153.0251 recovered 1 Q1
## 4706 2020-02-22 Australia -27.4698 153.0251 recovered 0 Q1
## 4707 2020-02-23 Australia -27.4698 153.0251 recovered 0 Q1
## 4708 2020-02-24 Australia -27.4698 153.0251 recovered 0 Q1
## 4709 2020-02-25 Australia -27.4698 153.0251 recovered 0 Q1
## 4710 2020-02-26 Australia -27.4698 153.0251 recovered 0 Q1
## 4711 2020-02-27 Australia -27.4698 153.0251 recovered 0 Q1
## 4712 2020-02-28 Australia -27.4698 153.0251 recovered 0 Q1
## 4713 2020-02-29 Australia -27.4698 153.0251 recovered 0 Q1
## 4714 2020-03-01 Australia -27.4698 153.0251 recovered 0 Q1
## 4715 2020-03-02 Australia -27.4698 153.0251 recovered 0 Q1
## 4716 2020-03-03 Australia -27.4698 153.0251 recovered 0 Q1
## 4717 2020-03-04 Australia -27.4698 153.0251 recovered 0 Q1
## 4718 2020-03-05 Australia -27.4698 153.0251 recovered 7 Q1
## 4719 2020-03-06 Australia -27.4698 153.0251 recovered 0 Q1
## 4720 2020-03-07 Australia -27.4698 153.0251 recovered 0 Q1
## 4721 2020-03-08 Australia -27.4698 153.0251 recovered 0 Q1
## 4722 2020-03-09 Australia -27.4698 153.0251 recovered 0 Q1
## 4723 2020-03-10 Australia -27.4698 153.0251 recovered 0 Q1
## 4724 2020-03-11 Australia -27.4698 153.0251 recovered 0 Q1
## 4725 2020-03-12 Australia -27.4698 153.0251 recovered 0 Q1
## 4726 2020-03-13 Australia -27.4698 153.0251 recovered 0 Q1
## 4727 2020-03-14 Australia -27.4698 153.0251 recovered 0 Q1
## 4728 2020-03-15 Australia -27.4698 153.0251 recovered 0 Q1
## 4729 2020-03-16 Australia -27.4698 153.0251 recovered 0 Q1
## 4730 2020-03-17 Australia -27.4698 153.0251 recovered 0 Q1
## 4731 2020-03-18 Australia -27.4698 153.0251 recovered 0 Q1
## 4732 2020-03-19 Australia -27.4698 153.0251 recovered 0 Q1
## 4733 2020-03-20 Australia -27.4698 153.0251 recovered 0 Q1
## 4734 2020-03-21 Australia -27.4698 153.0251 recovered 0 Q1
## 4735 2020-03-22 Australia -27.4698 153.0251 recovered 0 Q1
## 4736 2020-03-23 Australia -27.4698 153.0251 recovered 0 Q1
## 4737 2020-03-24 Australia -27.4698 153.0251 recovered 0 Q1
## 4738 2020-03-25 Australia -27.4698 153.0251 recovered 0 Q1
## 4739 2020-03-26 Australia -27.4698 153.0251 recovered 0 Q1
## 4740 2020-03-27 Australia -27.4698 153.0251 recovered 0 Q1
## 4741 2020-03-28 Australia -27.4698 153.0251 recovered 0 Q1
## 4742 2020-03-29 Australia -27.4698 153.0251 recovered 0 Q1
## 4743 2020-03-30 Australia -27.4698 153.0251 recovered 0 Q1
## 4744 2020-03-31 Australia -27.4698 153.0251 recovered 0 Q1
## 4921 2020-01-22 Australia -34.9285 138.6007 recovered 0 Q1
## 4922 2020-01-23 Australia -34.9285 138.6007 recovered 0 Q1
## 4923 2020-01-24 Australia -34.9285 138.6007 recovered 0 Q1
## 4924 2020-01-25 Australia -34.9285 138.6007 recovered 0 Q1
## 4925 2020-01-26 Australia -34.9285 138.6007 recovered 0 Q1
## 4926 2020-01-27 Australia -34.9285 138.6007 recovered 0 Q1
## 4927 2020-01-28 Australia -34.9285 138.6007 recovered 0 Q1
## 4928 2020-01-29 Australia -34.9285 138.6007 recovered 0 Q1
## 4929 2020-01-30 Australia -34.9285 138.6007 recovered 0 Q1
## 4930 2020-01-31 Australia -34.9285 138.6007 recovered 0 Q1
## 4931 2020-02-01 Australia -34.9285 138.6007 recovered 0 Q1
## 4932 2020-02-02 Australia -34.9285 138.6007 recovered 0 Q1
## 4933 2020-02-03 Australia -34.9285 138.6007 recovered 0 Q1
## 4934 2020-02-04 Australia -34.9285 138.6007 recovered 0 Q1
## 4935 2020-02-05 Australia -34.9285 138.6007 recovered 0 Q1
## 4936 2020-02-06 Australia -34.9285 138.6007 recovered 0 Q1
## 4937 2020-02-07 Australia -34.9285 138.6007 recovered 0 Q1
## 4938 2020-02-08 Australia -34.9285 138.6007 recovered 0 Q1
## 4939 2020-02-09 Australia -34.9285 138.6007 recovered 0 Q1
## 4940 2020-02-10 Australia -34.9285 138.6007 recovered 0 Q1
## 4941 2020-02-11 Australia -34.9285 138.6007 recovered 0 Q1
## 4942 2020-02-12 Australia -34.9285 138.6007 recovered 0 Q1
## 4943 2020-02-13 Australia -34.9285 138.6007 recovered 0 Q1
## 4944 2020-02-14 Australia -34.9285 138.6007 recovered 0 Q1
## 4945 2020-02-15 Australia -34.9285 138.6007 recovered 0 Q1
## 4946 2020-02-16 Australia -34.9285 138.6007 recovered 0 Q1
## 4947 2020-02-17 Australia -34.9285 138.6007 recovered 2 Q1
## 4948 2020-02-18 Australia -34.9285 138.6007 recovered 0 Q1
## 4949 2020-02-19 Australia -34.9285 138.6007 recovered 0 Q1
## 4950 2020-02-20 Australia -34.9285 138.6007 recovered 0 Q1
## 4951 2020-02-21 Australia -34.9285 138.6007 recovered 0 Q1
## 4952 2020-02-22 Australia -34.9285 138.6007 recovered 0 Q1
## 4953 2020-02-23 Australia -34.9285 138.6007 recovered 0 Q1
## 4954 2020-02-24 Australia -34.9285 138.6007 recovered 0 Q1
## 4955 2020-02-25 Australia -34.9285 138.6007 recovered 0 Q1
## 4956 2020-02-26 Australia -34.9285 138.6007 recovered 0 Q1
## 4957 2020-02-27 Australia -34.9285 138.6007 recovered 0 Q1
## 4958 2020-02-28 Australia -34.9285 138.6007 recovered 0 Q1
## 4959 2020-02-29 Australia -34.9285 138.6007 recovered 0 Q1
## 4960 2020-03-01 Australia -34.9285 138.6007 recovered 0 Q1
## 4961 2020-03-02 Australia -34.9285 138.6007 recovered 0 Q1
## 4962 2020-03-03 Australia -34.9285 138.6007 recovered 0 Q1
## 4963 2020-03-04 Australia -34.9285 138.6007 recovered 0 Q1
## 4964 2020-03-05 Australia -34.9285 138.6007 recovered 0 Q1
## 4965 2020-03-06 Australia -34.9285 138.6007 recovered 0 Q1
## 4966 2020-03-07 Australia -34.9285 138.6007 recovered 0 Q1
## 4967 2020-03-08 Australia -34.9285 138.6007 recovered 0 Q1
## 4968 2020-03-09 Australia -34.9285 138.6007 recovered 0 Q1
## 4969 2020-03-10 Australia -34.9285 138.6007 recovered 0 Q1
## 4970 2020-03-11 Australia -34.9285 138.6007 recovered 0 Q1
## 4971 2020-03-12 Australia -34.9285 138.6007 recovered 0 Q1
## 4972 2020-03-13 Australia -34.9285 138.6007 recovered 1 Q1
## 4973 2020-03-14 Australia -34.9285 138.6007 recovered 0 Q1
## 4974 2020-03-15 Australia -34.9285 138.6007 recovered 0 Q1
## 4975 2020-03-16 Australia -34.9285 138.6007 recovered 0 Q1
## 4976 2020-03-17 Australia -34.9285 138.6007 recovered 0 Q1
## 4977 2020-03-18 Australia -34.9285 138.6007 recovered 0 Q1
## 4978 2020-03-19 Australia -34.9285 138.6007 recovered 0 Q1
## 4979 2020-03-20 Australia -34.9285 138.6007 recovered 0 Q1
## 4980 2020-03-21 Australia -34.9285 138.6007 recovered 0 Q1
## 4981 2020-03-22 Australia -34.9285 138.6007 recovered 0 Q1
## 4982 2020-03-23 Australia -34.9285 138.6007 recovered 0 Q1
## 4983 2020-03-24 Australia -34.9285 138.6007 recovered 0 Q1
## 4984 2020-03-25 Australia -34.9285 138.6007 recovered 3 Q1
## 4985 2020-03-26 Australia -34.9285 138.6007 recovered 0 Q1
## 4986 2020-03-27 Australia -34.9285 138.6007 recovered 0 Q1
## 4987 2020-03-28 Australia -34.9285 138.6007 recovered 0 Q1
## 4988 2020-03-29 Australia -34.9285 138.6007 recovered 0 Q1
## 4989 2020-03-30 Australia -34.9285 138.6007 recovered 0 Q1
## 4990 2020-03-31 Australia -34.9285 138.6007 recovered 0 Q1
## 5167 2020-01-22 Australia -42.8821 147.3272 recovered 0 Q1
## 5168 2020-01-23 Australia -42.8821 147.3272 recovered 0 Q1
## 5169 2020-01-24 Australia -42.8821 147.3272 recovered 0 Q1
## 5170 2020-01-25 Australia -42.8821 147.3272 recovered 0 Q1
## 5171 2020-01-26 Australia -42.8821 147.3272 recovered 0 Q1
## 5172 2020-01-27 Australia -42.8821 147.3272 recovered 0 Q1
## 5173 2020-01-28 Australia -42.8821 147.3272 recovered 0 Q1
## 5174 2020-01-29 Australia -42.8821 147.3272 recovered 0 Q1
## 5175 2020-01-30 Australia -42.8821 147.3272 recovered 0 Q1
## 5176 2020-01-31 Australia -42.8821 147.3272 recovered 0 Q1
## 5177 2020-02-01 Australia -42.8821 147.3272 recovered 0 Q1
## 5178 2020-02-02 Australia -42.8821 147.3272 recovered 0 Q1
## 5179 2020-02-03 Australia -42.8821 147.3272 recovered 0 Q1
## 5180 2020-02-04 Australia -42.8821 147.3272 recovered 0 Q1
## 5181 2020-02-05 Australia -42.8821 147.3272 recovered 0 Q1
## 5182 2020-02-06 Australia -42.8821 147.3272 recovered 0 Q1
## 5183 2020-02-07 Australia -42.8821 147.3272 recovered 0 Q1
## 5184 2020-02-08 Australia -42.8821 147.3272 recovered 0 Q1
## 5185 2020-02-09 Australia -42.8821 147.3272 recovered 0 Q1
## 5186 2020-02-10 Australia -42.8821 147.3272 recovered 0 Q1
## 5187 2020-02-11 Australia -42.8821 147.3272 recovered 0 Q1
## 5188 2020-02-12 Australia -42.8821 147.3272 recovered 0 Q1
## 5189 2020-02-13 Australia -42.8821 147.3272 recovered 0 Q1
## 5190 2020-02-14 Australia -42.8821 147.3272 recovered 0 Q1
## 5191 2020-02-15 Australia -42.8821 147.3272 recovered 0 Q1
## 5192 2020-02-16 Australia -42.8821 147.3272 recovered 0 Q1
## 5193 2020-02-17 Australia -42.8821 147.3272 recovered 0 Q1
## 5194 2020-02-18 Australia -42.8821 147.3272 recovered 0 Q1
## 5195 2020-02-19 Australia -42.8821 147.3272 recovered 0 Q1
## 5196 2020-02-20 Australia -42.8821 147.3272 recovered 0 Q1
## 5197 2020-02-21 Australia -42.8821 147.3272 recovered 0 Q1
## 5198 2020-02-22 Australia -42.8821 147.3272 recovered 0 Q1
## 5199 2020-02-23 Australia -42.8821 147.3272 recovered 0 Q1
## 5200 2020-02-24 Australia -42.8821 147.3272 recovered 0 Q1
## 5201 2020-02-25 Australia -42.8821 147.3272 recovered 0 Q1
## 5202 2020-02-26 Australia -42.8821 147.3272 recovered 0 Q1
## 5203 2020-02-27 Australia -42.8821 147.3272 recovered 0 Q1
## 5204 2020-02-28 Australia -42.8821 147.3272 recovered 0 Q1
## 5205 2020-02-29 Australia -42.8821 147.3272 recovered 0 Q1
## 5206 2020-03-01 Australia -42.8821 147.3272 recovered 0 Q1
## 5207 2020-03-02 Australia -42.8821 147.3272 recovered 0 Q1
## 5208 2020-03-03 Australia -42.8821 147.3272 recovered 0 Q1
## 5209 2020-03-04 Australia -42.8821 147.3272 recovered 0 Q1
## 5210 2020-03-05 Australia -42.8821 147.3272 recovered 0 Q1
## 5211 2020-03-06 Australia -42.8821 147.3272 recovered 0 Q1
## 5212 2020-03-07 Australia -42.8821 147.3272 recovered 0 Q1
## 5213 2020-03-08 Australia -42.8821 147.3272 recovered 0 Q1
## 5214 2020-03-09 Australia -42.8821 147.3272 recovered 0 Q1
## 5215 2020-03-10 Australia -42.8821 147.3272 recovered 0 Q1
## 5216 2020-03-11 Australia -42.8821 147.3272 recovered 0 Q1
## 5217 2020-03-12 Australia -42.8821 147.3272 recovered 0 Q1
## 5218 2020-03-13 Australia -42.8821 147.3272 recovered 0 Q1
## 5219 2020-03-14 Australia -42.8821 147.3272 recovered 0 Q1
## 5220 2020-03-15 Australia -42.8821 147.3272 recovered 0 Q1
## 5221 2020-03-16 Australia -42.8821 147.3272 recovered 0 Q1
## 5222 2020-03-17 Australia -42.8821 147.3272 recovered 0 Q1
## 5223 2020-03-18 Australia -42.8821 147.3272 recovered 0 Q1
## 5224 2020-03-19 Australia -42.8821 147.3272 recovered 3 Q1
## 5225 2020-03-20 Australia -42.8821 147.3272 recovered 0 Q1
## 5226 2020-03-21 Australia -42.8821 147.3272 recovered 0 Q1
## 5227 2020-03-22 Australia -42.8821 147.3272 recovered 0 Q1
## 5228 2020-03-23 Australia -42.8821 147.3272 recovered 0 Q1
## 5229 2020-03-24 Australia -42.8821 147.3272 recovered 0 Q1
## 5230 2020-03-25 Australia -42.8821 147.3272 recovered 0 Q1
## 5231 2020-03-26 Australia -42.8821 147.3272 recovered 0 Q1
## 5232 2020-03-27 Australia -42.8821 147.3272 recovered 0 Q1
## 5233 2020-03-28 Australia -42.8821 147.3272 recovered 2 Q1
## 5234 2020-03-29 Australia -42.8821 147.3272 recovered 0 Q1
## 5235 2020-03-30 Australia -42.8821 147.3272 recovered 0 Q1
## 5236 2020-03-31 Australia -42.8821 147.3272 recovered 0 Q1
## 5413 2020-01-22 Australia -37.8136 144.9631 recovered 0 Q1
## 5414 2020-01-23 Australia -37.8136 144.9631 recovered 0 Q1
## 5415 2020-01-24 Australia -37.8136 144.9631 recovered 0 Q1
## 5416 2020-01-25 Australia -37.8136 144.9631 recovered 0 Q1
## 5417 2020-01-26 Australia -37.8136 144.9631 recovered 0 Q1
## 5418 2020-01-27 Australia -37.8136 144.9631 recovered 0 Q1
## 5419 2020-01-28 Australia -37.8136 144.9631 recovered 0 Q1
## 5420 2020-01-29 Australia -37.8136 144.9631 recovered 0 Q1
## 5421 2020-01-30 Australia -37.8136 144.9631 recovered 0 Q1
## 5422 2020-01-31 Australia -37.8136 144.9631 recovered 0 Q1
## 5423 2020-02-01 Australia -37.8136 144.9631 recovered 0 Q1
## 5424 2020-02-02 Australia -37.8136 144.9631 recovered 0 Q1
## 5425 2020-02-03 Australia -37.8136 144.9631 recovered 0 Q1
## 5426 2020-02-04 Australia -37.8136 144.9631 recovered 0 Q1
## 5427 2020-02-05 Australia -37.8136 144.9631 recovered 0 Q1
## 5428 2020-02-06 Australia -37.8136 144.9631 recovered 0 Q1
## 5429 2020-02-07 Australia -37.8136 144.9631 recovered 0 Q1
## 5430 2020-02-08 Australia -37.8136 144.9631 recovered 0 Q1
## 5431 2020-02-09 Australia -37.8136 144.9631 recovered 0 Q1
## 5432 2020-02-10 Australia -37.8136 144.9631 recovered 0 Q1
## 5433 2020-02-11 Australia -37.8136 144.9631 recovered 0 Q1
## 5434 2020-02-12 Australia -37.8136 144.9631 recovered 0 Q1
## 5435 2020-02-13 Australia -37.8136 144.9631 recovered 4 Q1
## 5436 2020-02-14 Australia -37.8136 144.9631 recovered 0 Q1
## 5437 2020-02-15 Australia -37.8136 144.9631 recovered 0 Q1
## 5438 2020-02-16 Australia -37.8136 144.9631 recovered 0 Q1
## 5439 2020-02-17 Australia -37.8136 144.9631 recovered 0 Q1
## 5440 2020-02-18 Australia -37.8136 144.9631 recovered 0 Q1
## 5441 2020-02-19 Australia -37.8136 144.9631 recovered 0 Q1
## 5442 2020-02-20 Australia -37.8136 144.9631 recovered 0 Q1
## 5443 2020-02-21 Australia -37.8136 144.9631 recovered 0 Q1
## 5444 2020-02-22 Australia -37.8136 144.9631 recovered 0 Q1
## 5445 2020-02-23 Australia -37.8136 144.9631 recovered 0 Q1
## 5446 2020-02-24 Australia -37.8136 144.9631 recovered 0 Q1
## 5447 2020-02-25 Australia -37.8136 144.9631 recovered 0 Q1
## 5448 2020-02-26 Australia -37.8136 144.9631 recovered 0 Q1
## 5449 2020-02-27 Australia -37.8136 144.9631 recovered 0 Q1
## 5450 2020-02-28 Australia -37.8136 144.9631 recovered 0 Q1
## 5451 2020-02-29 Australia -37.8136 144.9631 recovered 0 Q1
## 5452 2020-03-01 Australia -37.8136 144.9631 recovered 0 Q1
## 5453 2020-03-02 Australia -37.8136 144.9631 recovered 0 Q1
## 5454 2020-03-03 Australia -37.8136 144.9631 recovered 0 Q1
## 5455 2020-03-04 Australia -37.8136 144.9631 recovered 0 Q1
## 5456 2020-03-05 Australia -37.8136 144.9631 recovered 3 Q1
## 5457 2020-03-06 Australia -37.8136 144.9631 recovered 0 Q1
## 5458 2020-03-07 Australia -37.8136 144.9631 recovered 0 Q1
## 5459 2020-03-08 Australia -37.8136 144.9631 recovered 0 Q1
## 5460 2020-03-09 Australia -37.8136 144.9631 recovered 0 Q1
## 5461 2020-03-10 Australia -37.8136 144.9631 recovered 0 Q1
## 5462 2020-03-11 Australia -37.8136 144.9631 recovered 0 Q1
## 5463 2020-03-12 Australia -37.8136 144.9631 recovered 0 Q1
## 5464 2020-03-13 Australia -37.8136 144.9631 recovered 1 Q1
## 5465 2020-03-14 Australia -37.8136 144.9631 recovered 0 Q1
## 5466 2020-03-15 Australia -37.8136 144.9631 recovered 0 Q1
## 5467 2020-03-16 Australia -37.8136 144.9631 recovered 0 Q1
## 5468 2020-03-17 Australia -37.8136 144.9631 recovered 0 Q1
## 5469 2020-03-18 Australia -37.8136 144.9631 recovered 0 Q1
## 5470 2020-03-19 Australia -37.8136 144.9631 recovered 0 Q1
## 5471 2020-03-20 Australia -37.8136 144.9631 recovered 0 Q1
## 5472 2020-03-21 Australia -37.8136 144.9631 recovered 0 Q1
## 5473 2020-03-22 Australia -37.8136 144.9631 recovered 62 Q1
## 5474 2020-03-23 Australia -37.8136 144.9631 recovered 0 Q1
## 5475 2020-03-24 Australia -37.8136 144.9631 recovered 27 Q1
## 5476 2020-03-25 Australia -37.8136 144.9631 recovered 0 Q1
## 5477 2020-03-26 Australia -37.8136 144.9631 recovered 52 Q1
## 5478 2020-03-27 Australia -37.8136 144.9631 recovered 22 Q1
## 5479 2020-03-28 Australia -37.8136 144.9631 recovered 20 Q1
## 5480 2020-03-29 Australia -37.8136 144.9631 recovered 0 Q1
## 5481 2020-03-30 Australia -37.8136 144.9631 recovered 0 Q1
## 5482 2020-03-31 Australia -37.8136 144.9631 recovered 100 Q1
## 5659 2020-01-22 Australia -31.9505 115.8605 recovered 0 Q1
## 5660 2020-01-23 Australia -31.9505 115.8605 recovered 0 Q1
## 5661 2020-01-24 Australia -31.9505 115.8605 recovered 0 Q1
## 5662 2020-01-25 Australia -31.9505 115.8605 recovered 0 Q1
## 5663 2020-01-26 Australia -31.9505 115.8605 recovered 0 Q1
## 5664 2020-01-27 Australia -31.9505 115.8605 recovered 0 Q1
## 5665 2020-01-28 Australia -31.9505 115.8605 recovered 0 Q1
## 5666 2020-01-29 Australia -31.9505 115.8605 recovered 0 Q1
## 5667 2020-01-30 Australia -31.9505 115.8605 recovered 0 Q1
## 5668 2020-01-31 Australia -31.9505 115.8605 recovered 0 Q1
## 5669 2020-02-01 Australia -31.9505 115.8605 recovered 0 Q1
## 5670 2020-02-02 Australia -31.9505 115.8605 recovered 0 Q1
## 5671 2020-02-03 Australia -31.9505 115.8605 recovered 0 Q1
## 5672 2020-02-04 Australia -31.9505 115.8605 recovered 0 Q1
## 5673 2020-02-05 Australia -31.9505 115.8605 recovered 0 Q1
## 5674 2020-02-06 Australia -31.9505 115.8605 recovered 0 Q1
## 5675 2020-02-07 Australia -31.9505 115.8605 recovered 0 Q1
## 5676 2020-02-08 Australia -31.9505 115.8605 recovered 0 Q1
## 5677 2020-02-09 Australia -31.9505 115.8605 recovered 0 Q1
## 5678 2020-02-10 Australia -31.9505 115.8605 recovered 0 Q1
## 5679 2020-02-11 Australia -31.9505 115.8605 recovered 0 Q1
## 5680 2020-02-12 Australia -31.9505 115.8605 recovered 0 Q1
## 5681 2020-02-13 Australia -31.9505 115.8605 recovered 0 Q1
## 5682 2020-02-14 Australia -31.9505 115.8605 recovered 0 Q1
## 5683 2020-02-15 Australia -31.9505 115.8605 recovered 0 Q1
## 5684 2020-02-16 Australia -31.9505 115.8605 recovered 0 Q1
## 5685 2020-02-17 Australia -31.9505 115.8605 recovered 0 Q1
## 5686 2020-02-18 Australia -31.9505 115.8605 recovered 0 Q1
## 5687 2020-02-19 Australia -31.9505 115.8605 recovered 0 Q1
## 5688 2020-02-20 Australia -31.9505 115.8605 recovered 0 Q1
## 5689 2020-02-21 Australia -31.9505 115.8605 recovered 0 Q1
## 5690 2020-02-22 Australia -31.9505 115.8605 recovered 0 Q1
## 5691 2020-02-23 Australia -31.9505 115.8605 recovered 0 Q1
## 5692 2020-02-24 Australia -31.9505 115.8605 recovered 0 Q1
## 5693 2020-02-25 Australia -31.9505 115.8605 recovered 0 Q1
## 5694 2020-02-26 Australia -31.9505 115.8605 recovered 0 Q1
## 5695 2020-02-27 Australia -31.9505 115.8605 recovered 0 Q1
## 5696 2020-02-28 Australia -31.9505 115.8605 recovered 0 Q1
## 5697 2020-02-29 Australia -31.9505 115.8605 recovered 0 Q1
## 5698 2020-03-01 Australia -31.9505 115.8605 recovered 0 Q1
## 5699 2020-03-02 Australia -31.9505 115.8605 recovered 0 Q1
## 5700 2020-03-03 Australia -31.9505 115.8605 recovered 0 Q1
## 5701 2020-03-04 Australia -31.9505 115.8605 recovered 0 Q1
## 5702 2020-03-05 Australia -31.9505 115.8605 recovered 0 Q1
## 5703 2020-03-06 Australia -31.9505 115.8605 recovered 0 Q1
## 5704 2020-03-07 Australia -31.9505 115.8605 recovered 0 Q1
## 5705 2020-03-08 Australia -31.9505 115.8605 recovered 0 Q1
## 5706 2020-03-09 Australia -31.9505 115.8605 recovered 0 Q1
## 5707 2020-03-10 Australia -31.9505 115.8605 recovered 0 Q1
## 5708 2020-03-11 Australia -31.9505 115.8605 recovered 0 Q1
## 5709 2020-03-12 Australia -31.9505 115.8605 recovered 0 Q1
## 5710 2020-03-13 Australia -31.9505 115.8605 recovered 0 Q1
## 5711 2020-03-14 Australia -31.9505 115.8605 recovered 0 Q1
## 5712 2020-03-15 Australia -31.9505 115.8605 recovered 0 Q1
## 5713 2020-03-16 Australia -31.9505 115.8605 recovered 0 Q1
## 5714 2020-03-17 Australia -31.9505 115.8605 recovered 0 Q1
## 5715 2020-03-18 Australia -31.9505 115.8605 recovered 0 Q1
## 5716 2020-03-19 Australia -31.9505 115.8605 recovered 0 Q1
## 5717 2020-03-20 Australia -31.9505 115.8605 recovered 0 Q1
## 5718 2020-03-21 Australia -31.9505 115.8605 recovered 0 Q1
## 5719 2020-03-22 Australia -31.9505 115.8605 recovered 0 Q1
## 5720 2020-03-23 Australia -31.9505 115.8605 recovered 0 Q1
## 5721 2020-03-24 Australia -31.9505 115.8605 recovered 0 Q1
## 5722 2020-03-25 Australia -31.9505 115.8605 recovered 1 Q1
## 5723 2020-03-26 Australia -31.9505 115.8605 recovered 0 Q1
## 5724 2020-03-27 Australia -31.9505 115.8605 recovered 0 Q1
## 5725 2020-03-28 Australia -31.9505 115.8605 recovered 27 Q1
## 5726 2020-03-29 Australia -31.9505 115.8605 recovered 0 Q1
## 5727 2020-03-30 Australia -31.9505 115.8605 recovered 13 Q1
## 5728 2020-03-31 Australia -31.9505 115.8605 recovered 0 Q1
# Cases type with total count in Australia
covidAUS %>% group_by(type) %>%
summarise(Mean = mean(cases, na.rm = TRUE),
Cases = sum(cases, na.rm = TRUE))
## # A tibble: 3 x 3
## type Mean Cases
## <fct> <dbl> <dbl>
## 1 confirmed 13.7 27059
## 2 death 0.438 862
## 3 recovered 12.4 24497
# top cases in each quarter by type in Australia. Lowest is 0
covidAUS %>% select(date, quarter, type, cases) %>%
group_by(type, quarter) %>%
top_n(1, cases)
## # A tibble: 10 x 4
## # Groups: type, quarter [9]
## date quarter type cases
## <date> <chr> <fct> <dbl>
## 1 2020-03-30 Q1 confirmed 241
## 2 2020-04-01 Q2 confirmed 150
## 3 2020-08-04 Q3 confirmed 700
## 4 2020-04-23 Q2 death 5
## 5 2020-04-28 Q2 death 5
## 6 2020-03-26 Q1 death 3
## 7 2020-09-03 Q3 death 59
## 8 2020-04-17 Q2 recovered 1375
## 9 2020-03-31 Q1 recovered 100
## 10 2020-08-20 Q3 recovered 2605
# Top countries with cases
#---- Wider format
covidW <- covid %>%
select(country, lat, long, type, cases) %>%
group_by(country, lat, long, type) %>%
summarise(cases = sum(cases)) %>%
pivot_wider(names_from = type,
values_from = cases) %>%
mutate(active = confirmed - death - recovered) %>%
arrange(-active)
# Using pivot wider brings NANs. Removing those rows
sapply(covidW, function(x) sum(is.na(x)))
## country lat long confirmed death recovered active
## 0 0 0 29 29 41 69
covidW <- covidW[complete.cases(covidW), ]
#---long format
covidL <-
covidW %>%
pivot_longer(cols = confirmed:active,
names_to = "type",
values_to = "cases")
# Total cases past 24 hours (Global)
covid %>%
filter(date == max(date)) %>%
select(country, type, cases) %>%
group_by(country, type) %>%
summarise(total_cases = sum(cases)) %>%
pivot_wider(names_from = type,
values_from = total_cases) %>%
arrange(-confirmed)
## # A tibble: 188 x 4
## # Groups: country [188]
## country confirmed death recovered
## <fct> <dbl> <dbl> <dbl>
## 1 India 83347 1085 89746
## 2 US 37330 1098 23297
## 3 Argentina 12625 424 8258
## 4 Israel 11316 40 4212
## 5 Spain 11289 130 0
## 6 Peru 7651 199 28652
## 7 Colombia 6731 349 21377
## 8 Russia 6330 145 5679
## 9 United Kingdom 6187 37 9
## 10 Iraq 5055 72 3231
## # ... with 178 more rows
# total cases past 24 hours (Australia)
covidAUS %>%
filter(date == max(date)) %>%
select(country, type, cases) %>%
group_by(type) %>%
summarise(total_cases = sum(cases)) %>%
pivot_wider(names_from = type,
values_from = total_cases)
## # A tibble: 1 x 3
## confirmed death recovered
## <dbl> <dbl> <dbl>
## 1 8 2 117
# New cases type for last 14 days in Australia. Also cumulative cases (sum of cases for each day)
covidVis <- covidAUS %>%
filter(date %in% tail(covidAUS$date, 14) ) %>%
select(date, type, cases) %>%
group_by(date, type) %>%
summarise(cases = sum(cases)) %>%
group_by(type) %>%
mutate(cumulative_cases = cumsum(cases))
# Growth rate
covidVis <- covidVis %>%
group_by(type) %>%
mutate(growth = ((cases - lag(cases))/lag(cases)) * 100)
# Total cases in Australia for past 14 days
ggplot(covidVis, aes(fill=type, y=cases, x=date)) +
geom_bar(position="dodge",
stat="identity") +
scale_color_manual(values = c("orange", "red", "green")) +
scale_fill_manual(values = c("orange", "red", "green")) +
scale_x_date(date_labels = "%b %d",
breaks = covidVis$date) +
theme(axis.text.x = element_text(angle = 30, hjust = 1)) +
geom_text(
aes(label = cases, group = type),
position = position_dodge(0.8),
vjust = -0.3, size = 3.5
) +
ggtitle("New cases in Australia for past 14 days")
ggplot(covidVis, aes(x=date, y=cases, colour=type, group=type)) +
geom_point() +
geom_line() +
ggtitle("New cases in Australia for past 14 days")
# Daily cases shows how fast its growing but doesn't show how big it has grown overall.
ggplot(covidVis, aes(x=date, y=cumulative_cases, colour=type, group=type)) +
geom_line() +
ggtitle("Cumulative cases in Australia for past 14 days")
# Growth rate. The daily number of cases as a percentage of the total.
# This method is perhaps the most useful for demonstrating the effectiveness of social distancing and other public health measures for "flattening the curve".
# Negative growth rate indicates pandemic is under control
ggplot(covidVis, aes(x=date, y=growth, colour=type, group=type)) +
geom_line() +
ggtitle("Growth rate in Australia for past 14 days")
## Warning: Removed 3 row(s) containing missing values (geom_path).
#####
# Recovery rate. 14.6 is max value and those are percentages
covidVIS <- covidAUS %>%
filter(date %in% tail(covidAUS$date, 14) ) %>%
select(date, type, cases) %>%
group_by(date, type) %>%
summarise(cases = sum(cases)) %>%
group_by(type) %>%
pivot_wider(names_from = type,
values_from = cases) %>%
mutate(recover_rate = ((recovered / confirmed) / 14.6) * 100) %>%
mutate(recover_rate = if_else(is.na(recover_rate), 0, recover_rate))
ggplot(covidVIS, aes(x=date, y=recover_rate)) +
geom_line() +
ggtitle("Recovery rate in Australia for past 14 days") +
scale_x_date(date_labels = "%b %d",breaks = covidVis$date) +
theme(axis.text.x = element_text(angle = 30, hjust = 1))
#----------------------------------------------------------------------
# changing the data frame as wider for interactive visualization
# Daily new cases
coviddaily <- covidVis %>%
select(date, type, cases) %>%
pivot_wider(names_from = type,
values_from = cases)
# Cumulative cases
# Don't use active now since we need to use whole dataset to show active cases.
covidcum <- covidVis %>%
select(date, type, cumulative_cases) %>%
pivot_wider(names_from = type,
values_from = cumulative_cases) %>%
mutate(active = confirmed - death - recovered) %>%
mutate(active = cumsum(active))
# Growth rate
covidgrow <- covidVis %>%
select(date, type, growth) %>%
pivot_wider(names_from = type,
values_from = growth)
###########################################
# Daily new cases interactive
confirmed_color <- "orange"
active_color <- "#1f77b4"
recovered_color <- "green"
death_color <- "red"
plot_ly(data = coviddaily,
x = ~ date,
y = ~ confirmed,
name = 'Confirmed',
fillcolor = confirmed_color,
type = 'scatter',
mode = 'none',
stackgroup = 'one') %>%
add_trace(y = ~ recovered,
name = "Recovered",
fillcolor = recovered_color) %>%
add_trace(y = ~ death,
name = "Death",
fillcolor = death_color) %>%
layout(title = "Daily New Cases in Australia for past 14 days",
yaxis = list(title = "Daily New Cases"),
xaxis = list(title = "Date",
type = "date"),
legend = list(x = 0.1, y = 0.9),
hovermode = "compare")
# similarly goes for covidcum and covidgrow data frame
#-----------------------------------------------------------------------
# Map
# leaflet() %>% addTiles(). this shows static blank world map
pal <- colorFactor(c("orange", "blue", "red", "green"), domain = c("confirmed", "active", "death", "recovered"))
# adding log cases for radius purpose and removing NaNs
covidL <- covidL %>%
mutate(log_cases = 2 * log(cases))
## Warning in log(cases): NaNs produced
## Warning in log(cases): NaNs produced
## Warning in log(cases): NaNs produced
## Warning in log(cases): NaNs produced
## Warning in log(cases): NaNs produced
covidL <- covidL[complete.cases(covidL), ]
# Split act as 3 data frames for 3 types
covidL.split <- covidL %>%
split(covidL$type)
leaflet() %>% addTiles() %>%
addProviderTiles(providers$CartoDB.Positron)
# ##
# Iterate in foor loop code doesnt work
# names(covidL.split) %>%
# purrr::walk( function(covidL) {
# world <<- world %>%
# addCircleMarkers(data = covidL.split[[covidL]], lat = ~lat, lng = ~long,
# color = ~pal(type),
# stroke = FALSE,
# fillOpacity = 0.5,
# radius = case_when(
# covidL$type == "active" ~ 6,
# covidL$type == "death" ~ 2,
# covidL$type == "recovered" ~ 4,
# covidL$type == "confirmed" ~ 8
# ),
# group = covidL,
# clusterOptions = markerClusterOptions(removeOutsideVisibleBounds = F),
# labelOptions = labelOptions(noHide = F,
# direction = 'auto'))
# })
# #####
groupI <- names(covidL.split)
leaflet() %>% addTiles() %>% addProviderTiles(providers$CartoDB.Positron) %>%
addCircleMarkers(data = covidL.split[[1]], lat = ~lat, lng = ~long,
color = active_color,
stroke = FALSE,
fillOpacity = 0.5,
radius = ~log_cases,
popup = paste0("Country: ", covidL.split[[1]]$country,
"</br>Type: ", covidL.split[[1]]$type,
"</br>Cases: ", covidL.split[[1]]$cases),
group = groupI[1],
labelOptions = labelOptions(noHide = F,
direction = 'auto')) %>%
addCircleMarkers(data = covidL.split[[2]], lat = ~lat, lng = ~long,
color = confirmed_color,
stroke = FALSE,
fillOpacity = 0.5,
radius = ~log_cases,
popup = paste0("Country: ", covidL.split[[2]]$country,
"</br>Type: ", covidL.split[[2]]$type,
"</br>Cases: ", covidL.split[[2]]$cases),
group = groupI[2],
labelOptions = labelOptions(noHide = F,
direction = 'auto')) %>%
addCircleMarkers(data = covidL.split[[3]], lat = ~lat, lng = ~long,
color = death_color,
stroke = FALSE,
fillOpacity = 0.5,
radius = ~log_cases,
popup = paste0("Country: ", covidL.split[[3]]$country,
"</br>Type: ", covidL.split[[3]]$type,
"</br>Cases: ", covidL.split[[3]]$cases),
group = groupI[3],
labelOptions = labelOptions(noHide = F,
direction = 'auto')) %>%
addCircleMarkers(data = covidL.split[[4]], lat = ~lat, lng = ~long,
color = recovered_color,
stroke = FALSE,
fillOpacity = 0.5,
radius = ~log_cases,
popup = paste0("Country: ", covidL.split[[4]]$country,
"</br>Type: ", covidL.split[[4]]$type,
"</br>Cases: ", covidL.split[[4]]$cases),
group = groupI[4],
labelOptions = labelOptions(noHide = F,
direction = 'auto')) %>%
addLayersControl(overlayGroups = names(covidL.split),
options = layersControlOptions(collapsed = FALSE))
# ####
# ##
#################################################################
# top 5 countries with most active cases
covCountry <- covidW %>%
ungroup() %>%
top_n(5, active)
covCountry
## # A tibble: 5 x 7
## country lat long confirmed death recovered active
## <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 US 40 -100 6933548 201884 2672702 4058962
## 2 India 20.6 79.0 5646010 90021 4587613 968376
## 3 Brazil -14.2 -51.9 4591364 138105 4046827 406432
## 4 France 46.2 2.21 494189 31506 82288 380395
## 5 United Kingdom 55.4 -3.44 409729 41862 344 367523
# Extract those top 5 country names
countnames <- covCountry$country
# Contains top 5 countries with their daily cases
coworld <- covid %>%
select(date, country, type, cases) %>%
group_by(date, country, type) %>%
summarise(cases = sum(cases)) %>%
pivot_wider(names_from = type,
values_from = cases) %>%
mutate(active = confirmed - death - recovered) %>%
filter(country %in% countnames) %>%
arrange(date)
# Now considering top 5 countries with their daily cases for past 14 days
tailWorld <- coworld %>%
tail(70, date) %>%
select(date, country, confirmed) %>%
pivot_wider(names_from = country,
values_from = confirmed)
# Daily Confirmed Cases in Top 5 Countries for past 14 days (Log scale)
plot_ly(data = tailWorld,
x = ~ date,
y = ~ US,
name = 'US',
mode = 'lines+markers',
type = 'scatter',
stackgroup = 'one') %>%
add_trace(y = ~ India,
name = "India",
mode = 'lines+markers') %>%
add_trace(y = ~ Brazil,
name = "Brazil",
mode = 'lines+markers') %>%
add_trace(y = ~ France,
name = "France",
mode = 'lines+markers') %>%
add_trace(y = ~ `United Kingdom`,
name = "United Kingdom",
mode = 'lines+markers') %>%
layout(title = "Daily Confirmed Cases in Top 5 Countries for past 14 days (Log scale)",
yaxis = list(title = "Daily Confirmed Cases",
type = "log"),
xaxis = list(title = "Date",
type = "date"),
legend = list(x = 0.1, y = 0.9),
hovermode = "compare")